Reevaluating Policy Gradient Methods for Imperfect-Information Games

Max Rudolph*, Nathan Lichtle*, Sobhan Mohammadpour*, Alexandre Bayen, J. Zico Kolter, Amy Zhang, Gabriele Farina, Eugene Vinitsky, Samuel Sokota

ICLR 2026
RLC 2025-CoCoMARL Workshop, Oral

RL Zero: Zero-Shot Language to Behaviors without any Supervision

Harshit Sikchi*, Siddhant Agarwal*, Pranaya Jajoo*, Samyak Parajuli*, Caleb Chuck*, Max Rudolph*, Peter Stone, Amy Zhang, Scott Niekum

NeurIPS 2025

Learning Action-based Representations Using Invariance

Max Rudolph*, Caleb Chuck*, Kevin Black*, Misha Lvovsky, Scott Niekum, Amy Zhang

Reinforcement Learning Conference, 2024

Rethinking Sim2Real: Lower Fidelity Simulation Leads to Higher Sim2Real Transfer in Navigation

Joanne Truong, Max Rudolph, Naoki Yokoyama, Sonia Chernova, Dhruv Batra, Akshara Rai

Conference on Robot Learning (CoRL), 2022
CoRL, 2022– Sim-to-Real Robot Learning: Locomotion and Beyond Workshop, Spotlight