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Bo Lan

4 accepted papers

2026

FastDriveVLA: Efficient End-to-End Driving via Plug-and-Play Reconstruction-based Token Pruning

AAAI 2026technical

Vision-Language-Action (VLA) models have demonstrated significant potential in complex scene understanding and action reasoning, leading to their increasing adoption in end-to-end autonomous driving systems. However, the long visual tokens of VLA models greatly increase computational costs. Current

Cited by 0SourcePDFScholar
2025

CodexGraph: Bridging Large Language Models and Code Repositories via Code Graph Databases

NAACL 2025long

Large Language Models (LLMs) excel in stand-alone code tasks like HumanEval and MBPP, but struggle with handling entire code repositories. This challenge has prompted research on enhancing LLM-codebase interaction at a repository scale. Current solutions rely on similarity-based retrieval or manual…

2025

Improving Retrospective Language Agents via Joint Policy Gradient Optimization

NAACL 2025long

In recent research advancements within the community, large language models (LLMs) have sparked great interest in creating autonomous agents. However, current prompt-based agents often heavily rely on large-scale LLMs. Meanwhile, although fine-tuning methods significantly enhance the capabilities of…

Cited by 1SourcePDFScholar
2024

GMPC: Geometric Model Predictive Control for Wheeled Mobile Robot Trajectory Tracking

RA-L 2024

The configuration of most robotic systems lies in continuous transformation groups. However, in mobile robot trajectory tracking, many recent works still naively utilize optimization methods for elements in vector space without considering the manifold constraint of the robot configuration. In this

Cited by 27SourcecodeScholar