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Author

Aaron Steinfeld

2 papers indexed here

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#machine learning Preprint Sep 2026

EgoNeMo: Transferable Map of Pedestrian Dynamics via Egocentric LiDAR Scan

This paper proposes a transferable Map of Dynamics (MoD) framework that generalizes to unknown environments using only egocentric 3D LiDAR point clouds to overcome the long-standing limitation of traditional MoD methods. While MoDs are essential for encoding human motion characteristics to enable accurate pedestrian tr...

Azusa Sawada, Allan Wang, Hideo Saito et al. · 0 citations
Preprint Jul 2026

ACME: A Multi-Cultural, Multi-Embodiment Social-Navigation Dataset

Understanding how robots and humans move in shared spaces is essential for designing effective social robot navigation policies and predicting human behavior. However, existing datasets often lack the diversity needed to capture differences in culture, geography, and human-robot interaction-factors that strongly shape...

Shashank Rao Marpally, Allan Wang, Atharva Ghotavadekar et al. · 0 citations

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