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Bilateral Artificial Intelligence

Bilateral Artificial Intelligence

Sepp Hochreiter (ORCID: 0000-0001-7449-2528)
  • Grant DOI 10.55776/COE12
  • Funding program Clusters of Excellence
  • Status ongoing
  • Start October 1, 2024
  • End September 30, 2029
  • Funding amount € 19,760,512
  • E-mail

Disciplines

Computer Sciences (100%)

Keywords

    Artificial Intelligence, Machine Learning, Symbolic Artificial Intelligence, Deep Learning, Neural Networks

Abstract

The project Bilateral AI aims at lifting artificial intelligence (AI) to the next level. Current AI systems are in a sense narrow. They center on a specific application or task such as object or speech recognition. Our project will combine two of the most important types of AI which have been developed separately so far: symbolic and sub-symbolic AI. While symbolic AI works with clearly defined logical rules, sub-symbolic AI (such as ChatGPT) is based on training a machine with the help of large datasets to create intelligent behavior. This integration, resulting in a Broad AI, is intended to mirror something that humans do naturally: the simultaneous use of cognition and reasoning skills. But what exactly is Broad AI? As opposed to Narrow AI, which is characterized by task specific skills, Broad AI aims at solving a wide array of problems, rather than being limited to a single task or domain. By combining sub-symbolic AI (machine learning, ML) with symbolic AI (knowledge representation and reasoning, KRR), Bilateral AI provides the means to develop the foundations of the capabilities and skill acquisition for problem solving by a Broad AI. Harnessing the full potential of both symbolic and sub-symbolic approaches can open new avenues for AI that are better at solving new problems, adapting to a wide variety of environments, having better reasoning skills, and being more efficient in terms of both computation and data use. These key features allow for a vast range of use cases for Broad AI, starting with drug development and medicine, over planning and scheduling, to autonomous traffic management and recommendation systems. With fairness, transparency, and explainability as top priorities, developing Broad AI is also essential for addressing ethical concerns and ensuring a positive impact on our society. These concerns play a central role as cross-cutting aspect in our project. The Broad AI resulting from the bilateral AI approach would use its own sensory perceptions to perform abstractions and engage in a logical thinking process. The AI could then, for example, organize a trip, minimize carbon emissions, or renovate a house as cost- effectively and ecologically as possible. In other words, AI could perform complex planning taking all aspects into account. Sepp Hochreiter, Director of Research: Broad AI could potentially improve our everyday lives as well as system-relevant aspects and processes - such as energy, transportation and healthcare - by becoming more environmentally sustainable, efficient and resource-friendly.

Consortium
  • Axel Polleres, Wirtschaftsuniversität Wien
    Board of Directors (01.10.2024 -)
  • Robert Legenstein, Technische Universität Graz
    Board of Directors (01.10.2024 -)
  • Agata Ciabattoni, Technische Universität Wien
    Board of Directors (01.10.2024 -)
  • Gerhard Friedrich, Universität Klagenfurt
    Board of Directors (01.10.2024 -)
  • Thomas Eiter, Technische Universität Wien
    Board of Directors (01.10.2024 -)
  • Sepp Hochreiter, Universität Linz
    Director of Research (01.10.2024 -)
  • Christoph Lampert, Institute of Science and Technology Austria - ISTA
    Board of Directors (01.10.2024 -)
  • Martina Seidl, Universität Linz
    Board of Directors (01.10.2024 -)
Key Researchers
  • Dan Alistarh, Institute of Science and Technology Austria - ISTA (10.6.2024 -)
  • Franscesco Locatello, Institute of Science and Technology Austria - ISTA (12.9.2024 -)
  • Krishnendu Chatterjee, Institute of Science and Technology Austria - ISTA (10.6.2024 -)
  • Marco Mondelli, Institute of Science and Technology Austria - ISTA (10.6.2024 -)
  • Alexander Felfernig, Technische Universität Graz (27.12.2024 -)
  • Bettina Könighofer, Technische Universität Graz (27.12.2024 -)
  • Elisabeth Lex, Technische Universität Graz (10.6.2024 -)
  • Franz Wotawa, Technische Universität Graz (10.6.2024 -)
  • Johannes Wallner, Technische Universität Graz (12.9.2024 -)
  • Ozan Özdenizci, Technische Universität Graz (7.7.2025 -)
  • Robert Peharz, Technische Universität Graz (10.6.2024 -)
  • Roman Kern, Technische Universität Graz (12.9.2024 -)
  • Thomas Pock, Technische Universität Graz (10.6.2024 -)
  • Wolfgang Maass, Technische Universität Graz (10.6.2024 -)
  • Cornelius Lambertus Johannes Van Berkel, Technische Universität Wien (12.9.2024 -)
  • Emanuel Sallinger, Technische Universität Wien (10.6.2024 -)
  • Georg Gottlob, Technische Universität Wien (10.6.2024 -)
  • Mantas Simkus, Technische Universität Wien (12.9.2024 -)
  • Maria Magdalena Ortiz De La Fuente, Technische Universität Wien (10.6.2024 -)
  • Nysret Musliu, Technische Universität Wien (10.6.2024 -)
  • Robert Ganian, Technische Universität Wien (10.6.2024 -)
  • Shqiponja Ahmetaj, Technische Universität Wien (12.5.2025 -)
  • Silvia Miksch, Technische Universität Wien (10.6.2024 -)
  • Stefan Szeider, Technische Universität Wien (10.6.2024 -)
  • Stefan Woltran, Technische Universität Wien (10.6.2024 -)
  • Thomas Lukasiewicz, Technische Universität Wien (10.6.2024 -)
  • Dietmar Jannach, Universität Klagenfurt (10.6.2024 -)
  • Elisabeth Oswald, Universität Klagenfurt (10.6.2024 -)
  • Konstantin Schekotihin, Universität Klagenfurt (7.7.2025 -)
  • Martin Gebser, Universität Klagenfurt (10.6.2024 -)
  • Patrick Rodler, Universität Klagenfurt (7.7.2025 -)
  • Wolfgang Faber, Universität Klagenfurt (10.6.2024 -)
  • Bernhard Klaus Aichernig, Universität Linz (12.5.2025 -)
  • Erich Kobler, Universität Linz (12.9.2024 -)
  • Gerhard Widmer, Universität Linz (10.6.2024 -)
  • Günter Klambauer, Universität Linz (10.6.2024 -)
  • Johannes Brandstetter, Universität Linz (12.9.2024 -)
  • Johannes Fürnkranz, Universität Linz (10.6.2024 -)
  • Markus Schedl, Universität Linz (10.6.2024 -)
  • Kurt Hornik, Wirtschaftsuniversität Wien (10.6.2024 -)
  • Marta Sabou, Wirtschaftsuniversität Wien (12.9.2024 -)
  • Nils Wlömert, Wirtschaftsuniversität Wien (12.9.2024 -)
  • Sabrina Kirrane, Wirtschaftsuniversität Wien (10.6.2024 -)
Research institution(s)
  • Technische Universität Graz - 23%
  • Institute of Science and Technology Austria - ISTA - 18%
  • Wirtschaftsuniversität Wien - 6%
  • Universität Linz - 23%
  • Technische Universität Wien - 23%
  • Universität Klagenfurt - 7%

Research Output

  • 83 Citations
  • 156 Publications
  • 4 Policies
  • 46 Disseminations
  • 2 Scientific Awards
Publications
  • 2025
    Title Refining Gelfond Rationality Principle Towards More Comprehensive Foundational Principles for Answer Set Semantics
    DOI 10.48550/arxiv.2507.01833
    Type Preprint
    Author Eiter T
    Link Publication
  • 2025
    Title Calibrated Recommendations: Survey and Future Directions
    DOI 10.48550/arxiv.2507.02643
    Type Preprint
    Author Jannach D
    Link Publication
  • 2025
    Title Better Rates for Private Linear Regression in the Proportional Regime via Aggressive Clipping
    DOI 10.48550/arxiv.2505.16329
    Type Preprint
    Author Bombari S
    Link Publication
  • 2025
    Title Attention with Trained Embeddings Provably Selects Important Tokens
    DOI 10.48550/arxiv.2505.17282
    Type Preprint
    Author Shevchenko A
    Link Publication
  • 2025
    Title The Third Pillar of Causal Analysis? A Measurement Perspective on Causal Representations
    DOI 10.48550/arxiv.2505.17708
    Type Preprint
    Author Huang S
    Link Publication
  • 2025
    Title f4ncgb: High Performance Gröbner Basis Computations in Free Algebras
    DOI 10.48550/arxiv.2505.19304
    Type Preprint
    Author Heisinger M
    Link Publication
  • 2025
    Title Logic Gate Neural Networks are Good for Verification
    DOI 10.48550/arxiv.2505.19932
    Type Preprint
    Author Kresse F
    Link Publication
  • 2025
    Title Fedivertex: a Graph Dataset based on Decentralized Social Networks for Trustworthy Machine Learning
    DOI 10.48550/arxiv.2505.20882
    Type Preprint
    Author Cyffers E
    Link Publication
  • 2025
    Title Double Entendre: Robust Audio-Based AI-Generated Lyrics Detection via Multi-View Fusion
    DOI 10.48550/arxiv.2506.15981
    Type Preprint
    Author Frohmann M
    Link Publication
  • 2025
    Title A Scalable Hybrid Training Approach for Recurrent Spiking Neural Networks
    DOI 10.48550/arxiv.2506.14464
    Type Preprint
    Author Bahariasl Y
    Link Publication
  • 2025
    Title Lower Bound on Howard Policy Iteration for Deterministic Markov Decision Processes
    DOI 10.48550/arxiv.2506.12254
    Type Preprint
    Author Asadi A
    Link Publication
  • 2025
    Title SIMSHIFT: A Benchmark for Adapting Neural Surrogates to Distribution Shifts
    DOI 10.48550/arxiv.2506.12007
    Type Preprint
    Author Galletti G
    Link Publication
  • 2025
    Title pLSTM: parallelizable Linear Source Transition Mark networks
    DOI 10.48550/arxiv.2506.11997
    Type Preprint
    Author Freinschlag R
    Link Publication
  • 2025
    Title Rethinking Losses for Diffusion Bridge Samplers
    DOI 10.48550/arxiv.2506.10982
    Type Preprint
    Author Gruber L
    Link Publication
  • 2025
    Title Federated Learning with Unlabeled Clients: Personalization Can Happen in Low Dimensions
    DOI 10.48550/arxiv.2505.15579
    Type Preprint
    Author Scott J
    Link Publication
  • 2025
    Title Quartet: Native FP4 Training Can Be Optimal for Large Language Models
    DOI 10.48550/arxiv.2505.14669
    Type Preprint
    Author Castro R
    Link Publication
  • 2025
    Title OnSET: Ontology and Semantic Exploration Toolkit
    DOI 10.48550/arxiv.2504.08373
    Type Preprint
    Author Innerebner K
    Link Publication
  • 2025
    Title A matheuristic for solving the single row facility layout problem
    DOI 10.48550/arxiv.2506.09793
    Type Preprint
    Author Pammer T
    Link Publication
  • 2025
    Title Optimal Decision Tree Pruning Revisited: Algorithms and Complexity
    DOI 10.48550/arxiv.2503.03576
    Type Preprint
    Author Harviainen J
    Link Publication
  • 2025
    Title Epistemic Logic Programs: Non-Ground and Counting Complexity
    DOI 10.48550/arxiv.2503.04731
    Type Preprint
    Author Eiter T
    Link Publication
  • 2025
    Title A Minor-Testing Approach for Coordinated Motion Planning with Sliding Robots
    DOI 10.48550/arxiv.2502.21175
    Type Preprint
    Author Eiben E
    Link Publication
  • 2025
    Title Extracting Problem Structure with LLMs for Optimized SAT Local Search
    DOI 10.48550/arxiv.2501.14630
    Type Preprint
    Author Schidler A
    Link Publication
  • 2025
    Title The Complexity of Extending Fair Allocations of Indivisible Goods
    DOI 10.48550/arxiv.2503.01368
    Type Preprint
    Author Deligkas A
    Link Publication
  • 2025
    Title DEALing with Image Reconstruction: Deep Attentive Least Squares
    DOI 10.48550/arxiv.2502.04079
    Type Preprint
    Author Kobler E
    Link Publication
  • 2025
    Title Mechanistic PDE Networks for Discovery of Governing Equations
    DOI 10.48550/arxiv.2502.18377
    Type Preprint
    Author Gavves E
    Link Publication
  • 2025
    Title Breaking Symmetries in Quantified Graph Search: A Comparative Study
    DOI 10.48550/arxiv.2502.15078
    Type Preprint
    Author Janota M
    Link Publication
  • 2025
    Title Generative Topology Optimization: Exploring Diverse Solutions in Structural Design
    DOI 10.48550/arxiv.2502.13174
    Type Preprint
    Author Radler A
    Link Publication
  • 2025
    Title Continual Release Moment Estimation with Differential Privacy
    DOI 10.48550/arxiv.2502.06597
    Type Preprint
    Author Kalinin N
    Link Publication
  • 2025
    Title The Computational Complexity of Positive Non-Clashing Teaching in Graphs
    DOI 10.48550/arxiv.2503.07665
    Type Preprint
    Author Ganian R
    Link Publication
  • 2025
    Title Navigating the Latent Space Dynamics of Neural Models
    DOI 10.48550/arxiv.2505.22785
    Type Preprint
    Author Fumero M
    Link Publication
  • 2025
    Title Differentially Private Federated $k$-Means Clustering with Server-Side Data
    DOI 10.48550/arxiv.2506.05408
    Type Preprint
    Author Lampert C
    Link Publication
  • 2025
    Title Space-Efficient Parameterized Algorithms on Graphs of Low Shrubdepth
    DOI 10.1145/3723880
    Type Journal Article
    Author Bergougnoux B
    Journal ACM Transactions on Computation Theory
  • 2025
    Title Neural sampling from cognitive maps supports goal-directed planning and imagination
    DOI 10.1101/2025.05.14.654027
    Type Preprint
    Author Lin H
  • 2025
    Title Neural Collapse Beyond the Unconstrained Features Model: Landscape, Dynamics, and Generalization in the Mean-Field Regime
    DOI 10.48550/arxiv.2501.19104
    Type Preprint
    Author Mondelli M
    Link Publication
  • 2025
    Title ImageSet2Text: Describing Sets of Images through Text
    DOI 10.48550/arxiv.2503.19361
    Type Preprint
    Author Galati F
    Link Publication
  • 2025
    Title Attacking Multimodal OS Agents with Malicious Image Patches
    DOI 10.48550/arxiv.2503.10809
    Type Preprint
    Author Aichberger L
    Link Publication
  • 2025
    Title ASIDE: Architectural Separation of Instructions and Data in Language Models
    DOI 10.48550/arxiv.2503.10566
    Type Preprint
    Author Kortukov E
    Link Publication
  • 2025
    Title Back to Square Roots: An Optimal Bound on the Matrix Factorization Error for Multi-Epoch Differentially Private SGD
    DOI 10.48550/arxiv.2505.12128
    Type Preprint
    Author Kalinin N
    Link Publication
  • 2025
    Title Risk-aware Markov Decision Processes Using Cumulative Prospect Theory
    DOI 10.48550/arxiv.2505.09514
    Type Preprint
    Author Brihaye T
    Link Publication
  • 2025
    Title Differentiable Fuzzy Neural Networks for Recommender Systems
    DOI 10.48550/arxiv.2505.06000
    Type Other
    Author Bartl S
    Link Publication
  • 2025
    Title Hybrid Personalization Using Declarative and Procedural Memory Modules of the Cognitive Architecture ACT-R
    DOI 10.48550/arxiv.2505.05083
    Type Other
    Author Innerebner K
    Link Publication
  • 2025
    Title Qualitative Analysis of $$-Regular Objectives on Robust MDPs
    DOI 10.48550/arxiv.2505.04539
    Type Preprint
    Author Asadi A
    Link Publication
  • 2025
    Title Familiarizing with Music: Discovery Patterns for Different Music Discovery Needs
    DOI 10.48550/arxiv.2505.03568
    Type Preprint
    Author Afchar D
    Link Publication
  • 2025
    Title Multiplicative Rewards in Markovian Models
    DOI 10.48550/arxiv.2504.18277
    Type Preprint
    Author Baier C
    Link Publication
  • 2025
    Title The Value Problem for Multiple-Environment MDPs with Parity Objective
    DOI 10.48550/arxiv.2504.15960
    Type Preprint
    Author Chatterjee K
    Link Publication
  • 2025
    Title Common Foundations for SHACL, ShEx, and PG-Schema
    DOI 10.48550/arxiv.2502.01295
    Type Other
    Author Ahmetaj S
    Link Publication
  • 2025
    Title Modeling and Solving the Generalized Test Laboratory Scheduling Problem
    DOI 10.1007/978-3-031-95973-8_12
    Type Book Chapter
    Author Danzinger P
    Publisher Springer Nature
    Pages 188-204
  • 2025
    Title Advancing spatio-temporal processing through adaptation in spiking neural networks
    DOI 10.1038/s41467-025-60878-z
    Type Journal Article
    Author Baronig M
    Journal Nature Communications
    Pages 5776
    Link Publication
  • 2025
    Title A Minor-Testing Approach for Coordinated Motion Planning with Sliding Robots
    DOI 10.4230/lipics.socg.2025.44
    Type Conference Proceeding Abstract
    Author Eiben E
    Conference LIPIcs, Volume 332, SoCG 2025
    Pages 44:1 - 44:15
    Link Publication
  • 2025
    Title Hybrid Personalization Using Declarative and Procedural Memory Modules of the Cognitive Architecture ACT-R
    DOI 10.1145/3708319.3734176
    Type Conference Proceeding Abstract
    Author Innerebner K
    Pages 349-352
    Link Publication
  • 2025
    Title Why Context Matters: Exploring How Musical Context Impacts User Behavior, Mood, and Musical Preferences
    DOI 10.1145/3699682.3728354
    Type Conference Proceeding Abstract
    Author Hausberger A
    Pages 352-357
    Link Publication
  • 2025
    Title Hybrid AI for Human-Centric Personalization (HyPer)
    DOI 10.1145/3708319.3727563
    Type Conference Proceeding Abstract
    Author Lex E
    Pages 336-338
    Link Publication
  • 2025
    Title Familiarizing with Music: Discovery Patterns for Different Music Discovery Needs
    DOI 10.1145/3699682.3728333
    Type Conference Proceeding Abstract
    Author Moscati M
    Pages 63-72
    Link Publication
  • 2025
    Title When is liquid democracy possible?
    DOI 10.1145/3732772.3733544
    Type Conference Proceeding Abstract
    Author Chatterjee K
    Pages 241-251
    Link Publication
  • 2025
    Title Differentiable Fuzzy Neural Networks for Recommender Systems
    DOI 10.1145/3708319.3734174
    Type Conference Proceeding Abstract
    Author Bartl S
    Pages 343-348
    Link Publication
  • 2025
    Title (Semantic) Feature Model Differences with (Q)SAT
    DOI 10.1145/3732771.3742723
    Type Conference Proceeding Abstract
    Author Heisinger S
    Pages 189-198
    Link Publication
  • 2025
    Title StreamLLM: Enhancing Constraint Programming with Large Language Model-Generated Streamliners
    DOI 10.1109/nse66660.2025.00010
    Type Conference Proceeding Abstract
    Author Voboril F
    Pages 17-22
  • 2025
    Title Nuanced Music Emotion Recognition via a Semi-Supervised Multi-Relational Graph Neural Network
    DOI 10.5334/tismir.235
    Type Journal Article
    Author Moscati M
    Journal Transactions of the International Society for Music Information Retrieval
  • 2025
    Title Fixed Point Certificates for Reachability and Expected Rewards in MDPs
    DOI 10.48550/arxiv.2501.11467
    Type Preprint
    Author Chatterjee K
    Link Publication
  • 2025
    Title Causal Lifting of Neural Representations: Zero-Shot Generalization for Causal Inferences
    DOI 10.48550/arxiv.2502.06343
    Type Preprint
    Author Cadei R
    Link Publication
  • 2025
    Title Scale Space and Variational Methods in Computer Vision - 10th International Conference, SSVM 2025, Dartington, UK, May 18-22, 2025, Proceedings, Part I
    DOI 10.1007/978-3-031-92366-1
    Type Book
    editors Bubba T, Gaburro R, Gazzola S, Papafitsoros K, Pereyra M, Schönlieb C
    Publisher Springer Nature Switzerland
  • 2025
    Title The Semantic Web - 22nd European Semantic Web Conference, ESWC 2025, Portoroz, Slovenia, June 1-5, 2025, Proceedings, Part I
    DOI 10.1007/978-3-031-94575-5
    Type Book
    editors Curry E, Acosta M, Poveda-Villalón M, van Erp M, Ojo A, Hose K, Shimizu C, Lisena P
    Publisher Springer Nature Switzerland
  • 2025
    Title Technical and Regulatory Perspectives on Information Retrieval and Recommender Systems - Fairness, Transparency, and Privacy
    DOI 10.1007/978-3-031-69978-8
    Type Book
    Author Anelli V
    Publisher Springer Nature Switzerland
  • 2025
    Title Knowledge Engineering and Knowledge Management - 24th International Conference, EKAW 2024, Amsterdam, The Netherlands, November 26-28, 2024, Proceedings
    DOI 10.1007/978-3-031-77792-9
    Type Book
    editors Alam M, Rospocher M, van Erp M, Hollink L, Gesese G
    Publisher Springer Nature Switzerland
  • 2025
    Title The core in Participatory Budgeting can be empty
    DOI 10.1016/j.econlet.2025.112472
    Type Journal Article
    Author Maly J
    Journal Economics Letters
    Pages 112472
  • 2025
    Title Semantic-Based Data Augmentation for Machine Learning Prediction Enhancement
    DOI 10.1177/29498732251340160
    Type Journal Article
    Author Ekaputra F
    Journal Neurosymbolic Artificial Intelligence
  • 2025
    Title Knowledge Graph-Based Reasoning in Large Language Models; In: Handbook on Neurosymbolic AI and Knowledge Graphs
    DOI 10.3233/faia250219
    Type Book Chapter
    Publisher IOS Press
  • 2025
    Title ASP-Driven Emergency Planning for Norm Violations in Reinforcement Learning
    DOI 10.1609/aaai.v39i14.33619
    Type Journal Article
    Author Adam S
    Journal Proceedings of the AAAI Conference on Artificial Intelligence
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    Type Journal Article
    Author Deligkas A
    Journal Proceedings of the AAAI Conference on Artificial Intelligence
  • 2025
    Title Breaking Symmetries in Quantified Graph Search: A Comparative Study
    DOI 10.1609/aaai.v39i11.33223
    Type Journal Article
    Author Janota M
    Journal Proceedings of the AAAI Conference on Artificial Intelligence
  • 2025
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    DOI 10.1609/aaai.v39i11.33221
    Type Journal Article
    Author Ganian R
    Journal Proceedings of the AAAI Conference on Artificial Intelligence
  • 2025
    Title Quantified Linear and Polynomial Arithmetic Satisfiability via Template-based Skolemization
    DOI 10.1609/aaai.v39i11.33213
    Type Journal Article
    Author Chatterjee K
    Journal Proceedings of the AAAI Conference on Artificial Intelligence
  • 2025
    Title Linear Equations with Min and Max Operators: Computational Complexity
    DOI 10.1609/aaai.v39i11.33212
    Type Journal Article
    Author Chatterjee K
    Journal Proceedings of the AAAI Conference on Artificial Intelligence
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    DOI 10.1017/s1471068425000018
    Type Journal Article
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    Journal Theory and Practice of Logic Programming
  • 2025
    Title OnSET: Ontology and Semantic Exploration Toolkit
    DOI 10.1145/3726302.3730148
    Type Journal Article
    Author Kantz B
    Journal Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Informatio
    Pages 3980-3984
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    DOI 10.1145/3716858
    Type Journal Article
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    Journal ACM Transactions on Intelligent Systems and Technology
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    DOI 10.1016/j.websem.2024.100855
    Type Journal Article
    Author Ekaputra F
    Journal Journal of Web Semantics
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    DOI 10.1016/j.websem.2024.100849
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    Journal Journal of Web Semantics
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    DOI 10.1038/s41467-024-55563-6
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    Journal Nature Communications
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    DOI 10.1021/acs.jcim.4c02373
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    DOI 10.1007/978-3-031-90653-4_11
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    Publisher Springer Nature
    Pages 217-236
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    DOI 10.1145/3698204.3716470
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    Pages 348-357
    Link Publication
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    DOI 10.1145/3696410.3714694
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    DOI 10.1109/icstw64639.2025.10962480
    Type Conference Proceeding Abstract
    Author Koroglu Y
    Pages 54-58
  • 2025
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    DOI 10.1101/2025.04.22.650046
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    Pages 2025.04.22.650046
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    DOI 10.1007/978-3-031-94578-6_3
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    DOI 10.1007/s13735-025-00370-y
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    DOI 10.1016/j.websem.2025.100867
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    Pages 1043-1050
    Link Publication
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    DOI 10.1145/3672608.3707850
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    Pages 1035-1042
    Link Publication
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    DOI 10.1007/978-3-031-92366-1_17
    Type Book Chapter
    Author Decker A
    Publisher Springer Nature
    Pages 214-226
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    DOI 10.1101/2025.05.15.654220
    Type Preprint
    Author Yu C
    Pages 2025.05.15.654220
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    DOI 10.1145/3701716.3715478
    Type Conference Proceeding Abstract
    Author Pernisch R
    Pages 1254-1258
    Link Publication
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    DOI 10.1140/epjds/s13688-025-00531-3
    Type Journal Article
    Author Schweiger H
    Journal EPJ Data Science
    Pages 24
    Link Publication
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    Title Neurons have an inherent capability to learn order relations: A theoretical foundation that explains numerous experimental data
    DOI 10.1101/2025.03.17.642834
    Type Preprint
    Author Yang Y
    Pages 2025.03.17.642834
    Link Publication
  • 2024
    Title aspmc: New frontiers of algebraic answer set counting
    DOI 10.1016/j.artint.2024.104109
    Type Journal Article
    Author Eiter T
    Journal Artificial Intelligence
    Pages 104109
    Link Publication
  • 2024
    Title Content-driven music recommendation: Evolution, state of the art, and challenges
    DOI 10.1016/j.cosrev.2024.100618
    Type Journal Article
    Author Deldjoo Y
    Journal Computer Science Review
    Pages 100618
    Link Publication
  • 2024
    Title Scholarly Wikidata: Population and Exploration of Conference Data in Wikidata Using LLMs
    DOI 10.1007/978-3-031-77792-9_15
    Type Book Chapter
    Author Mihindukulasooriya N
    Publisher Springer Nature
    Pages 243-259
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    Title Density amplifiers of cooperation for spatial games
    DOI 10.1073/pnas.2405605121
    Type Journal Article
    Author Svoboda J
    Journal Proceedings of the National Academy of Sciences
  • 2024
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    DOI 10.1145/3702249
    Type Journal Article
    Author Schedl M
    Journal ACM Transactions on Recommender Systems
    Pages 1-8
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    Title Iguanodon: A Code-Breaking Game for Improving Visualization Construction Literacy
    DOI 10.1109/tvcg.2024.3468948
    Type Journal Article
    Author Adelberger P
    Journal IEEE Transactions on Visualization and Computer Graphics
    Pages 1-14
  • 2024
    Title A Multimodal Single-Branch Embedding Network for Recommendation in Cold-Start and Missing Modality Scenarios
    DOI 10.1145/3640457.3688138
    Type Conference Proceeding Abstract
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    Pages 380-390
    Link Publication
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    Title Oh, Behave! Country Representation Dynamics Created by Feedback Loops in Music Recommender Systems
    DOI 10.1145/3640457.3688187
    Type Conference Proceeding Abstract
    Author Lesota O
    Pages 1022-1027
    Link Publication
  • 2024
    Title ASP-QRAT: A Conditionally Optimal Dual Proof System for ASP
    DOI 10.24963/kr.2024/24
    Type Conference Proceeding Abstract
    Author Chew L
    Pages 253-263
  • 2024
    Title Revisiting Causal Discovery from a Complexity-Theoretic Perspective
    DOI 10.24963/ijcai.2024/374
    Type Conference Proceeding Abstract
    Author Ganian R
    Pages 3377-3385
  • 2024
    Title Explaining Decisions in ML Models: A Parameterized Complexity Analysis
    DOI 10.24963/kr.2024/53
    Type Conference Proceeding Abstract
    Author Ordyniak S
    Pages 563-573
  • 2024
    Title Concurrent Stochastic Games with Stateful-Discounted and Parity Objectives: Complexity and Algorithms
    DOI 10.4230/lipics.fsttcs.2024.5
    Type Conference Proceeding Abstract
    Author Asadi A
    Conference LIPIcs, Volume 323, FSTTCS 2024
    Pages 5:1 - 5:17
    Link Publication
  • 2024
    Title Segment Any Text: A Universal Approach for Robust, Efficient and Adaptable Sentence Segmentation
    DOI 10.48550/arxiv.2406.16678
    Type Preprint
    Author Frohmann M
    Link Publication
  • 2024
    Title Explaining Decisions in ML Models: a Parameterized Complexity Analysis
    DOI 10.48550/arxiv.2407.15780
    Type Preprint
    Author Ordyniak S
    Link Publication
  • 2024
    Title Unlabeled Debiasing in Downstream Tasks via Class-wise Low Variance Regularization
    DOI 10.48550/arxiv.2409.19541
    Type Preprint
    Author Frohmann M
    Link Publication
  • 2024
    Title Declarative Knowledge Distillation from Large Language Models for Visual Question Answering Datasets
    DOI 10.48550/arxiv.2410.09428
    Type Preprint
    Author Eiter T
    Link Publication
  • 2024
    Title Symmetries of Dependency Quantified Boolean Formulas
    DOI 10.48550/arxiv.2410.15848
    Type Preprint
    Author Hofstadler C
    Link Publication
  • 2024
    Title Generating Streamlining Constraints with Large Language Models
    DOI 10.48550/arxiv.2408.10268
    Type Preprint
    Author Ramaswamy V
    Link Publication
  • 2024
    Title Concurrent Stochastic Games with Stateful-discounted and Parity Objectives: Complexity and Algorithms
    DOI 10.48550/arxiv.2405.02486
    Type Preprint
    Author Asadi A
    Link Publication
  • 2024
    Title The Importance of Cognitive Biases in the Recommendation Ecosystem
    DOI 10.48550/arxiv.2408.12492
    Type Preprint
    Author Lesota O
    Link Publication
  • 2024
    Title Semantically Diverse Language Generation for Uncertainty Estimation in Language Models
    DOI 10.48550/arxiv.2406.04306
    Type Preprint
    Author Aichberger L
    Link Publication
  • 2024
    Title A Synopsis of FAME 2024 Challenge: Associating Faces with Voices in Multilingual Environments
    DOI 10.1145/3664647.3688978
    Type Conference Proceeding Abstract
    Author Cai J
    Pages 11333-11334
  • 2024
    Title Unlabeled Debiasing in Downstream Tasks via Class-wise Low Variance Regularization
    DOI 10.18653/v1/2024.emnlp-main.612
    Type Conference Proceeding Abstract
    Author Frohmann M
    Pages 10932-10938
  • 2024
    Title Segment Any Text: A Universal Approach for Robust, Efficient and Adaptable Sentence Segmentation
    DOI 10.18653/v1/2024.emnlp-main.665
    Type Conference Proceeding Abstract
    Author Frohmann M
    Pages 11908-11941
  • 2024
    Title Adaptive large-neighbourhood search for optimisation in answer-set programming
    DOI 10.1016/j.artint.2024.104230
    Type Journal Article
    Author Eiter T
    Journal Artificial Intelligence
  • 2024
    Title Value-Positivity for Matrix Games
    DOI 10.1287/moor.2022.0332
    Type Journal Article
    Author Chatterjee K
    Journal Mathematics of Operations Research
  • 2024
    Title ASP-QRAT: a Conditionally Optimal Dual Proof System for ASP
    Type Conference Proceeding Abstract
    Author Chew L
    Conference 21st International Conference on Principles of Knowledge Representation and Reasoning Main Track
    Pages 1-11
    Link Publication
  • 2024
    Title Solving Argumentation Problems Using Answer Set Programming with Quantifiers: Preliminary Report
    Type Conference Proceeding Abstract
    Author Faber W
    Conference ASPOCP 2024: 17ℎ Workshop on Answer Set Programming and Other Computing Paradigms, October, 2024, Dallas, USA
    Pages 1-13
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  • 2024
    Title Ontology Corpora for LLM-based Knowledge Engineering Research
    Type Conference Proceeding Abstract
    Author Herwanto G B
    Conference ISWC 2024 Special Session on Harmonising Generative AI and Semantic Web Technologies, November 13, 2024, Baltimore, Maryland
    Pages 1-6
    Link Publication
  • 2024
    Title Benchmarking Ontology Validation Capabilities of LLMs
    Type Conference Proceeding Abstract
    Author Herwanto G B
    Conference ISWC 2024 Special Session on Harmonising Generative AI and Semantic Web Technologies
    Pages 1-6
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  • 2024
    Title The Importance of Cognitive Biases in the Recommendation Ecosystem: Evidence of Feature-Positive Effect, Ikea Effect, and Cultural Homophily
    Type Conference Proceeding Abstract
    Author Lesota O
    Conference IntRS 2024 Interfaces and Human Decision Making for Recommender Systems 2024
    Pages 113-123
    Link Publication
  • 2024
    Title A Synopsis of FAME 2024 Challenge: Associating Faces with Voices in Multilingual Environments
    Type Conference Proceeding Abstract
    Author Nawaz S
    Conference MM '24: Proceedings of the 32nd ACM International Conference on Multimedia
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  • 2025
    Title Reasoning With and About Normative Conflicts
    Type Conference Proceeding Abstract
    Author Straßer C
    Conference Deontic Logic and Normative Systems 17th International Conference, DEON 2025
    Pages 46-65
    Link Publication
  • 2025
    Title Integrating Action Choices and Well-Founded Semantics for Deontic Planning
    Type Conference Proceeding Abstract
    Author Soldà D
    Conference Deontic Logic and Normative Systems 17th International Conference, DEON 2025
    Pages 444-446
    Link Publication
  • 2025
    Title Handbook on Neurosymbolic AI and Knowledge Graphs
    Type Book
    Author Dalal Abhilekha
    Publisher IOS Press
  • 2025
    Title Combining MORL with Restraining Bolts to Learn Normative Behaviour
    Type Conference Proceeding Abstract
    Author Ciabattoni A
    Conference IJCAI 2025
    Pages 1-9
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  • 2025
    Title Refuting Equivalence in Probabilistic Programs with Conditioning
    Type Conference Proceeding Abstract
    Author Chatterjee C
    Conference TACAS 2025
    Pages 1-29
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    Title Hybrid AI for Human-Centric Personalization (HyPer)
    Type Conference Proceeding Abstract
    Author Innerebner K
    Conference Conference'17, Washington, DC, USA
    Pages 1-3
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    Title When is liquid democracy possible?
    Type Other
    Author Chatterjee K
    Pages 1-21
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  • 2025
    Title Knowledge Engineering with Large Language Models: A Capability Assessment in Ontology Evaluation
    Type Journal Article
    Author Herwanto G B
    Journal Semantic Web 0 (0) 1 IOS Press
    Link Publication
  • 2025
    Title Improving Uncertainty Estimation through Semantically Diverse Language Generation
    Type Conference Proceeding Abstract
    Author Aichberger L
    Conference ICLR 2025
    Pages 1-25
    Link Publication
  • 2025
    Title From Experts to LLMs: Evaluating the Quality of Automatically Generated Ontologies
    Type Conference Proceeding Abstract
    Author Ekaputra F. J.
    Conference 2nd International Workshop on Evaluation of Language Models in Knowledge Engineering Co-located with the Extended Semantic Web Conference (ESWC 2025)
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  • 2025
    Title FERAT: A New Expansion-Based Certification Framework for Quantified Boolean Formulas
    Type Conference Proceeding Abstract
    Author Rebola-Pardo A
    Conference SAC '25: Proceedings of the 40th ACM/SIGAPP Symposium on Applied Computing
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  • 2025
    Title Effective Bayesian Causal Inference via Structural Marginalisation and Autoregressive Orders
    Type Conference Proceeding Abstract
    Author Knoll C
    Conference 28th International Conference on Artificial Intelligence and Statistics, AISTATS 2025, Mai Khao, Thailand, 3/05/25
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  • 2025
    Title Partial Pre-Post Code Tree: A Memory-Efficient Tree Structure for Conjunctive Rule Mining
    Type Conference Proceeding Abstract
    Author Beck F
    Conference KDD '25: Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.1
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  • 2025
    Title Tackling Temporal Deontic Challenges with Equilibrium Logic
    Type Conference Proceeding Abstract
    Author Cabalar P
    Conference 24th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2025)
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  • 2025
    Title A Simple Integration of Epistemic Logic and Reinforcement Learning.
    Type Conference Proceeding Abstract
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    Conference AAMAS 2025
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  • 2025
    Title Adversarially Robust Spiking Neural Networks with Sparse Connectivity
    Type Conference Proceeding Abstract
    Author Baronig M
    Conference Second Conference on Parsimony and Learning (CPAL 2025)
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  • 2025
    Title Privacy-aware lifelong learning.
    Type Conference Proceeding Abstract
    Author Rückert E
    Conference ICLR 2025
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  • 2025
    Title Smart Cubing for Graph Search: A Comparative Study
    Type Conference Proceeding Abstract
    Author Kirchweger M
    Conference CoRR 2025
    Pages 1-15
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  • 2025
    Title Training One-Dimensional Graph Neural Networks is NP-Hard
    Type Conference Proceeding Abstract
    Author Ganian R
    Conference ICLR 2025 The Thirteenth International Conference on Learning Representations
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  • 2025
    Title Quantified Linear and Polynomial Arithmetic Satisfiability via Template-based Skolemization
    Type Other
    Author Chatterjee K
    Pages 1-13
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  • 2024
    Title Song lyrics have become simpler and more repetitive over the last five decades
    DOI 10.1038/s41598-024-55742-x
    Type Journal Article
    Author Parada-Cabaleiro E
    Journal Scientific Reports
    Pages 5531
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  • 2024
    Title Efficient MedSAMs: Segment Anything in Medical Images on Laptop
    DOI 10.48550/arxiv.2412.16085
    Type Preprint
    Author Li F
    Link Publication
  • 2024
    Title Parameterized Complexity of Caching in Networks
    DOI 10.48550/arxiv.2412.16585
    Type Preprint
    Author Ganian R
    Link Publication
  • 2024
    Title FlashRNN: I/O-Aware Optimization of Traditional RNNs on modern hardware
    DOI 10.48550/arxiv.2412.07752
    Type Preprint
    Author Beck M
    Link Publication
  • 2024
    Title Linear Equations with Min and Max Operators: Computational Complexity
    DOI 10.48550/arxiv.2412.12228
    Type Preprint
    Author Chatterjee K
    Link Publication
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    DOI 10.1073/pnas.2423072122
    Type Journal Article
    Author Bombari S
    Journal Proceedings of the National Academy of Sciences
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    Type Book Chapter
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    Publisher Springer Nature
    Pages 207-223
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    DOI 10.1016/j.ipm.2025.104145
    Type Journal Article
    Author Tsaneva S
    Journal Information Processing & Management
    Pages 104145
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    DOI 10.1145/3690624.3709303
    Type Conference Proceeding Abstract
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    Pages 565-576
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    Type Participation in an open day or visit at my research institution
  • 2025 Link
    Title [20250523] Interview leader Sepp Hochreiter in ORF Ö1 podcast "Kontext - Sachbücher und Themen"
    Type A broadcast e.g. TV/radio/film/podcast (other than news/press)
    Link Link
  • 2024 Link
    Title [20240610] Media Coverage about involvement of University of Klagenfurt in BilAI
    Type A magazine, newsletter or online publication
    Link Link
  • 2025 Link
    Title [20250302] Interview leader Hochreiter with newspaper Kurier: "Industrialisation of AI as big chance for Europe"
    Type A press release, press conference or response to a media enquiry/interview
    Link Link
  • 2024 Link
    Title [20240909] Ö1 Radio Interview with leader Martina Seidl and keyresearcher Günter Klambauer
    Type A broadcast e.g. TV/radio/film/podcast (other than news/press)
    Link Link
  • 2025 Link
    Title [20250709] Youtube Profile about AIROV Symposium and BilAI Summer School at AAU
    Type A broadcast e.g. TV/radio/film/podcast (other than news/press)
    Link Link
  • 2025 Link
    Title [20250530] Interview with key researchers Marta Sabou and Stefan Woltran for Newspaper "Arbeit&Wirtschaft" about regulations around AI
    Type A press release, press conference or response to a media enquiry/interview
    Link Link
  • 2025 Link
    Title [20250618] Jenseits von ChatGPT und Ernie Bot. AI-Sprachmodelle für Europa.
    Type A press release, press conference or response to a media enquiry/interview
    Link Link
  • 2025 Link
    Title [20250627] ORF Interview with leader Sepp Hochreiter about pros and cons of AI
    Type A broadcast e.g. TV/radio/film/podcast (other than news/press)
    Link Link
  • 2025 Link
    Title [20250403] Launch of BILAI Doctoral School
    Type Engagement focused website, blog or social media channel
    Link Link
Scientific Awards
  • 2025
    Title AIIA Fellow (AI Industry Alliance)
    Type Awarded honorary membership, or a fellowship, of a learned society
    Level of Recognition Continental/International
  • 2024
    Title AAIA Fellow
    Type Awarded honorary membership, or a fellowship, of a learned society
    Level of Recognition Continental/International

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