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Soha Pouya

3 accepted papers

2026

COMPASS: Cross-embOdiment Mobility Policy Via ResiduAl RL and Skill Synthesis

ICRA 2026poster

As robots are increasingly deployed in diverse application domains, enabling robust mobility across different embodiments has become a critical challenge. Classical mobility stacks, though effective on specific platforms, require extensive per-robot tuning and do not scale easily to new embodiments.…

2025

ReMEmbR: Building and Reasoning Over Long-Horizon Spatio-Temporal Memory for Robot Navigation

ICRA 2025

Navigating and understanding complex environments over extended periods of time is a significant challenge for robots. People interacting with the robot may want to ask questions like where something happened, when it occurred, or how long ago it took place, which would require the robot to reason o

Cited by 61SourcecodeScholar
2025

X-MOBILITY: End-to-End Generalizable Navigation via World Modeling

ICRA 2025

General-purpose navigation in challenging environments remains a significant problem in robotics, with current state-of-the-art approaches facing myriad limitations. Classical approaches struggle with cluttered settings and require extensive tuning, while learning-based methods face difficulties gen

Cited by 16SourcecodeScholar