BALROG: Benchmarking Agentic LLM and VLM Reasoning On Games

Authors: Paglieri, Davide, Cupiał, Bartłomiej, Coward, Samuel, Piterbarg, Ulyana, Wolczyk, Maciej, Khan, Akbir, Pignatelli, Eduardo, Kuciński, Łukasz, Pinto, Lerrel, Fergus, Rob, Foerster, Jakob Nicolaus, Parker-Holder, Jack, Rocktäschel, Tim

Subject Terms: Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2411.13543

There and Back Again: On the relation between Noise and Image Inversions in Diffusion Models

Authors: Staniszewski, Łukasz, Kuciński, Łukasz, Deja, Kamil

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2410.23530

RapidDock: Unlocking Proteome-scale Molecular Docking

Authors: Powalski, Rafał, Klockiewicz, Bazyli, Jaśkowski, Maciej, Topolski, Bartosz, Dąbrowski-Tumański, Paweł, Wiśniewski, Maciej, Kuciński, Łukasz, Miłoś, Piotr, Plewczynski, Dariusz

Subject Terms: Quantitative Biology - Biomolecules, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2411.00004

Accelerating Goal-Conditioned RL Algorithms and Research

Authors: Bortkiewicz, Michał, Pałucki, Władysław, Myers, Vivek, Dziarmaga, Tadeusz, Arczewski, Tomasz, Kuciński, Łukasz, Eysenbach, Benjamin

Source: International Conference on Learning Representations (ICLR), 2025

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2408.11052

RoboMorph: Evolving Robot Morphology using Large Language Models

Authors: Qiu, Kevin, Pałucki, Władysław, Ciebiera, Krzysztof, Fijałkowski, Paweł, Cygan, Marek, Kuciński, Łukasz

Subject Terms: Computer Science - Machine Learning, Computer Science - Robotics

Access URL: http://arxiv.org/abs/2407.08626

What Matters in Hierarchical Search for Combinatorial Reasoning Problems?

Authors: Zawalski, Michał, Góral, Gracjan, Tyrolski, Michał, Wiśnios, Emilia, Budrowski, Franciszek, Cygan, Marek, Kuciński, Łukasz, Miłoś, Piotr

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2406.03361

tsGT: Stochastic Time Series Modeling With Transformer

Authors: Kuciński, Łukasz, Drzewakowski, Witold, Olko, Mateusz, Kozakowski, Piotr, Maziarka, Łukasz, Nowakowska, Marta Emilia, Kaiser, Łukasz, Miłoś, Piotr

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2403.05713

GUIDE: Guidance-based Incremental Learning with Diffusion Models

Authors: Cywiński, Bartosz, Deja, Kamil, Trzciński, Tomasz, Twardowski, Bartłomiej, Kuciński, Łukasz

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2403.03938

Fine-tuning Reinforcement Learning Models is Secretly a Forgetting Mitigation Problem

Authors: Wołczyk, Maciej, Cupiał, Bartłomiej, Ostaszewski, Mateusz, Bortkiewicz, Michał, Zając, Michał, Pascanu, Razvan, Kuciński, Łukasz, Miłoś, Piotr

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2402.02868

Structured Packing in LLM Training Improves Long Context Utilization

Authors: Staniszewski, Konrad, Tworkowski, Szymon, Jaszczur, Sebastian, Zhao, Yu, Michalewski, Henryk, Kuciński, Łukasz, Miłoś, Piotr

Subject Terms: Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2312.17296

Magnushammer: A Transformer-Based Approach to Premise Selection

Authors: Mikuła, Maciej, Tworkowski, Szymon, Antoniak, Szymon, Piotrowski, Bartosz, Jiang, Albert Qiaochu, Zhou, Jin Peng, Szegedy, Christian, Kuciński, Łukasz, Miłoś, Piotr, Wu, Yuhuai

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Logic in Computer Science

Access URL: http://arxiv.org/abs/2303.04488

Trust Your $\nabla$: Gradient-based Intervention Targeting for Causal Discovery

Authors: Olko, Mateusz, Zając, Michał, Nowak, Aleksandra, Scherrer, Nino, Annadani, Yashas, Bauer, Stefan, Kuciński, Łukasz, Miłoś, Piotr

Subject Terms: Statistics - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Machine Learning, Statistics - Methodology

Access URL: http://arxiv.org/abs/2211.13715

Disentangling Transfer in Continual Reinforcement Learning

Authors: Wołczyk, Maciej, Zając, Michał, Pascanu, Razvan, Kuciński, Łukasz, Miłoś, Piotr

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2209.13900

Fast and Precise: Adjusting Planning Horizon with Adaptive Subgoal Search

Authors: Zawalski, Michał, Tyrolski, Michał, Czechowski, Konrad, Odrzygóźdź, Tomasz, Stachura, Damian, Piękos, Piotr, Wu, Yuhuai, Kuciński, Łukasz, Miłoś, Piotr

Subject Terms: Computer Science - Artificial Intelligence, Computer Science - Machine Learning, I.2.8, I.2.6

Access URL: http://arxiv.org/abs/2206.00702

Continuous Control With Ensemble Deep Deterministic Policy Gradients

Authors: Januszewski, Piotr, Olko, Mateusz, Królikowski, Michał, Świątkowski, Jakub, Andrychowicz, Marcin, Kuciński, Łukasz, Miłoś, Piotr

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2111.15382

Catalytic Role Of Noise And Necessity Of Inductive Biases In The Emergence Of Compositional Communication

Authors: Kuciński, Łukasz, Korbak, Tomasz, Kołodziej, Paweł, Miłoś, Piotr

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2111.06464

Subgoal Search For Complex Reasoning Tasks

Authors: Czechowski, Konrad, Odrzygóźdź, Tomasz, Zbysiński, Marek, Zawalski, Michał, Olejnik, Krzysztof, Wu, Yuhuai, Kuciński, Łukasz, Miłoś, Piotr

Subject Terms: Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2108.11204

Continual World: A Robotic Benchmark For Continual Reinforcement Learning

Authors: Wołczyk, Maciej, Zając, Michał, Pascanu, Razvan, Kuciński, Łukasz, Miłoś, Piotr

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Robotics

Access URL: http://arxiv.org/abs/2105.10919

Uncertainty-sensitive Learning and Planning with Ensembles

Authors: Miłoś, Piotr, Kuciński, Łukasz, Czechowski, Konrad, Kozakowski, Piotr, Klimek, Maciek

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/1912.09996

Developmentally motivated emergence of compositional communication via template transfer

Authors: Korbak, Tomasz, Zubek, Julian, Kuciński, Łukasz, Miłoś, Piotr, Rączaszek-Leonardi, Joanna

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Multiagent Systems

Access URL: http://arxiv.org/abs/1910.06079