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Yanying Zhou

4 accepted papers

2025

Reverse Modeling in Large Language Models

NAACL 2025short

Humans are accustomed to reading and writing in a forward manner, and this natural bias extends to text understanding in auto-regressive large language models (LLMs). This paper investigates whether LLMs, like humans, struggle with reverse modeling, specifically with reversed text inputs. We found t…

Cited by 0Source ↗PDF ↗Scholar ↗
2022

Enhanced Spatial Attention Graph for Motion Planning in Crowded, Partially Observable Environments

ICRA 2022poster

Collision-free navigation while moving amongst static and dynamic obstacles with a limited sensor range is still a great challenge for modern mobile robots. Therefore, the ability to avoid collisions with obstacles in crowded, partially observable environments is one of the most important indicators…

Cited by 16Source ↗Scholar ↗
2021

Spatial-Temporal Consistency Network for Low-Latency Trajectory Forecasting

ICCV 2021poster

Trajectory forecasting is a crucial step for autonomous vehicles and mobile robots in order to navigate and interact safely. In order to handle the spatial interactions between objects, graph-based approaches have been proposed. These methods, however, model motion on a frame-to-frame basis and do n…

Cited by 25PDF ↗Scholar ↗