RLC 2025 Workshop RLBrew Submissions

Fine-tuning Behavioral Cloning Policies with Preference-Based Reinforcement Learning
Mael Macuglia, Paul Friedrich, Giorgia Ramponi
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
Mixture of Autoencoder Experts Guidance using Unlabeled and Incomplete Data for Exploration in Reinforcement Learning
Elias Malomgré, Pieter Simoens
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
Curiosity-Driven Exploration via Temporal \\ Contrastive Learning
Faisal Mohamed, Catherine Ji, Benjamin Eysenbach, Glen Berseth
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
Should We Ever Prefer Decision Transformer for Offline Reinforcement Learning?
Yumi Omori, Zixuan Dong, Keith W. Ross
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
MR-CRL: Leveraging Predictive Representations for Contrastive Goal-Conditioned Reinforcement Learning
Muhammad Qasim Ali, Winnie Trandinh, Howard Nguyen-Huu, Alexander Wong
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
Regularized Latent Dynamics Prediction is a Strong Baseline For Behavioral Foundation Models
Pranaya Jajoo, Harshit Sikchi, Siddhant Agarwal, Amy Zhang, Scott Niekum, Martha White
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
Unsupervised Skill Discovery in Non-Markov Settings with Empowerment
Andrew Levy, George Konidaris
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
A Unified Framework for Unsupervised Reinforcement Learning Algorithms
Siddhant Agarwal, Caleb Chuck, Harshit Sikchi, Jiaheng Hu, Max Rudolph, Scott Niekum, Peter Stone, Amy Zhang
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
InfoQuest: Evaluating Multi-Turn Dialogue Agents for Open-Ended Conversations with Hidden Context
Bryan Lincoln Marques de Oliveira, Bruno Brandão, Luana Guedes Barros Martins, Luckeciano Carvalho Melo
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
The World Is Bigger: A Computationally-Embedded Perspective on the Big World Hypothesis
Alex Lewandowski, Aditya A. Ramesh, Edan Meyer, Dale Schuurmans, Marlos C. Machado
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
Towards An Option Basis To Optimize All Rewards
Siddarth Chandrasekar, Marlos C. Machado
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
Motion-Planning via Contrastive Reinforcement Learning and Gumbel Monte-Carlo Tree Search
Kellen Kanarios, Lei Ying
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
Flattening Hierarchies with Policy Bootstrapping
John Luoyu Zhou, Jonathan C. Kao
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
Exploration for the Efficient Deployment of Reinforcement Learning Agents
Max Rudolph, Siddhant Agarwal, Omer Gottesman, Amy Zhang, Akhil Bagaria, Sohrab Andaz, Udaya Ghai, Carson Eisenach
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
Towards Continual No-Regret Learning
David Sychrovský, Martin Balko, Martin Schmid, Michael Bowling
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
VideoAgent: Self-Improving Video Generation for Embodied Planning
Achint Soni, Sreyas Venkataraman, Abhranil Chandra, Sebastian Fischmeister, Percy Liang, Bo Dai, Sherry Yang
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
Zero-Shot Constraint Satisfaction with Forward- Backward Representations
Adriana Hugessen, Harley Wiltzer, Cyrus Neary, Amy Zhang, Glen Berseth
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
Environment Agnostic Goal-Conditioning, A Study of Reward-Free Autonomous Learning
Hampus Åström, Elin A. Topp, Jacek Malec
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
Self-Predictive Representations for Combinatorial Generalization in Behavioral Cloning
Daniel Lawson, Adriana Hugessen, Charlotte Cloutier, Glen Berseth, Khimya Khetarpal
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
Using Discrete Overlapping Partitions for Count-Based Exploration
Mahshid Rahmani Hanzaki, Michael Bowling
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
Implicit vs. Explicit Offline Inverse Reinforcement Learning: A Credit Assignment Perspective
Ran Wei, Harshit Sikchi, Amy Zhang
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
A Geometric Lens on RL Environment Complexity Based on Ricci Curvature
Ali Saheb Pasand, Pablo Samuel Castro, Pouya Bashivan
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
Improving LLM-Generated Code Quality with GRPO
Maxime Robeyns, Laurence Aitchison
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
Learning Equilibria from Data: Provably Efficient Multi-Agent Imitation Learning
Till Freihaut, Luca Viano, Volkan Cevher, Matthieu Geist, Giorgia Ramponi
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone
Which Rewards Matter? Reward Selection for Reinforcement Learning from Limited Feedback
Shreyas Chaudhari, Renhao Zhang, Philip S. Thomas, Bruno Castro da Silva
- Published: 01 Jul 2025, Last Modified: 01 Jul 2025
- RLBrew: Ingredients for Developing Generalist Agents workshop (RLC 2025)
- Readers: Everyone