AAMAS 2025 Workshop ALA Submissions

Failure Analysis of Autonomous Systems with RL-Guided MCMC Sampling
Rory Lipkis, Adrian Agogino
- Published: 01 Apr 2025, Last Modified: 01 Apr 2025
- ALA
- Readers: Everyone
Dynamic Thinker: Optimizing Decision-Time Planning with Costly Compute
Kevin A. Wang, Jerry Xia, Stephen Chung, Amy Greenwald
- Published: 01 Apr 2025, Last Modified: 02 May 2025
- ALA
- Readers: Everyone
Learning Fair Pareto-Optimal Policies in Multi-Objective Reinforcement Learning
Umer Siddique, Peilang Li, Yongcan Cao
- Published: 01 Apr 2025, Last Modified: 02 May 2025
- ALA
- Readers: Everyone
Learned Shields for Multi-Agent Reinforcement Learning
Daniel Melcer, Stavros Tripakis, Christopher Amato
- Published: 01 Apr 2025, Last Modified: 22 Apr 2025
- ALA
- Readers: Everyone
Multicopy Reinforcement Learning Agents
Alicia P. Wolfe, Oliver Diamond, Brigitte Goeler-Slough, Remi Feuerman, Magdalena Kisielinska, Victoria Manfredi
- Published: 01 Apr 2025, Last Modified: 02 May 2025
- ALA
- Readers: Everyone
Integrating RL and Planning through Optimal Transport World Models
Willem Röpke, Raphaël Avalos, Roxana Rădulescu, Ann Nowe, Diederik M Roijers, Florent Delgrange
- Published: 01 Apr 2025, Last Modified: 02 May 2025
- ALA
- Readers: Everyone
Fairness in Cooperative Multiagent Multiobjective Reinforcement Learning using the Expected Scalarized Return
Fares Chouaki, Aurélie Beynier, Nicolas Maudet, Paolo Viappiani
- Published: 01 Apr 2025, Last Modified: 15 May 2025
- ALA
- Readers: Everyone
Influence Based Reward Shaping Without a Heuristic
Everardo Gonzalez, Siddarth Iyer, Kagan Tumer
- Published: 01 Apr 2025, Last Modified: 21 Apr 2025
- ALA
- Readers: Everyone
Scaling Marginal Cost Tolling to Address Heterogeneity under Imperfect Information in Routing Games
Andries Rosseau, Paolo Turrini, Marjon Blondeel, Ann Nowe
- Published: 01 Apr 2025, Last Modified: 28 Apr 2025
- ALA
- Readers: Everyone
A Flexible Approach to Deliberation Cost in the Option-Critic Architecture
Augusto Antônio Fontanive Leal, Mateus Begnini Melchiades, Gabriel de Oliveira Ramos
- Published: 01 Apr 2025, Last Modified: 01 May 2025
- ALA
- Readers: Everyone
Dynamic Option Creation in Option-Critic Reinforcement Learning
Mateus Begnini Melchiades, Gabriel de Oliveira Ramos, Bruno Castro da Silva
- Published: 01 Apr 2025, Last Modified: 01 May 2025
- ALA
- Readers: Everyone
Continual Reinforcement Learning via Autoencoder-Driven Task and New Environment Recognition
Zeki Doruk Erden, Donia Gasmi, Boi Faltings
- Published: 01 Apr 2025, Last Modified: 01 May 2025
- ALA
- Readers: Everyone
Agential AI for Integrated Continual Learning, Deliberative Behavior, and Comprehensible Models
Zeki Doruk Erden, Boi Faltings
- Published: 01 Apr 2025, Last Modified: 01 May 2025
- ALA
- Readers: Everyone
Adaptive Authentication Factor Selection in the Internet of Things: A Trust-Based Multi-Objective Optimization Approach
Marc Saideh, Jean-Paul Jamont, Laurent Vercouter
- Published: 01 Apr 2025, Last Modified: 21 Apr 2025
- ALA
- Readers: Everyone
Can You See How I learn? Human Observers' Inferences about Reinforcement Learning Agents' Learning Processes
Bernhard Hilpert, Muhan Hou, Kim Baraka, Joost Broekens
- Published: 01 Apr 2025, Last Modified: 02 May 2025
- ALA
- Readers: Everyone
Reinforcement Learning for Locally Checkable Labeling Problems
Florian Grötschla, Joël Mathys, Loïc Holbein, Roger Wattenhofer
- Published: 01 Apr 2025, Last Modified: 30 Apr 2025
- ALA
- Readers: Everyone
Actor-Twin Framework for Task Graph Scheduling
Narjes Nourzad, Jared Coleman, Zhongyuan Zhao, Bhaskar Krishnamachari, Gunjan Verma, Santiago Segarra
- Published: 01 Apr 2025, Last Modified: 21 Apr 2025
- ALA
- Readers: Everyone
Learning Large-Scale Competitive Team Behaviors with Mean-Field Interactions
Bhavini Jeloka, Yue Guan, Panagiotis Tsiotras
- Published: 01 Apr 2025, Last Modified: 29 Apr 2025
- ALA
- Readers: Everyone
Self-Confirming Transformer for Belief-Conditioned Adaptation in Offline Multi-Agent Reinforcement Learning
Tao Li, Juan Guevara, Xinhong Xie, Quanyan Zhu
- Published: 01 Apr 2025, Last Modified: 01 Apr 2025
- ALA
- Readers: Everyone
Visual Encoders for Imitation Learning in Modern Video Games
Lukas Schäfer, Logan Jones, Anssi Kanervisto, Yuhan Cao, Tabish Rashid, Raluca Georgescu, David Bignell, Siddhartha Sen, Andrea Treviño Gavito, Sam Devlin
- Published: 01 Apr 2025, Last Modified: 30 Apr 2025
- ALA
- Readers: Everyone
Understanding Fairness in Congestion Games with Learning Agents
Dimitris Michailidis, Sennay Ghebreab, Fernando P. Santos
- Published: 01 Apr 2025, Last Modified: 02 May 2025
- ALA
- Readers: Everyone
Towards Scalable Collision Avoidance in Dense Airspaces with Deep Multi-Agent Reinforcement Learning
Thibault Roux, Filipo Studzinski Perotto, Gauthier Picard
- Published: 01 Apr 2025, Last Modified: 01 Apr 2025
- ALA
- Readers: Everyone
Leveraging Unlabeled Data Sharing through Kernel Function Approximation in Offline Reinforcement Learning
Yen Ru Lai, Fu-Chieh Chang, Pei-Yuan Wu
- Published: 01 Apr 2025, Last Modified: 03 May 2025
- ALA
- Readers: Everyone
ToMCAT: Theory-of-Mind for Cooperative Agents in Teams via Multiagent Diffusion Policies
Pedro Sequeira, Vidyasagar Sadhu, Melinda Gervasio
- Published: 01 Apr 2025, Last Modified: 01 May 2025
- ALA
- Readers: Everyone
Improving Option Learning with Hindsight Experience Replay
Gabriel Romio, Mateus Begnini Melchiades, Gabriel de Oliveira Ramos
- Published: 01 Apr 2025, Last Modified: 01 May 2025
- ALA
- Readers: Everyone