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Xuchen Li

ACL 2026×3CVPR 2026ICRA 2026推理多模态强化学习与后训练效率与系统评测与基准
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3 一作 · 5 篇 · ACL 2026 / CVPR 2026 / ICRA 2026

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2026 顶会论文

5
一作ACL 2026Poster· Natural Language Processing

Look Less, Reason More: Rollout-Guided Adaptive Pixel-Space Reasoning

Xuchen Li · Xuzhao Li · Jiahui Gao · Renjie Pi · Shiyu Hu · Wentao Zhang

摘要

Vision-Language Models (VLMs) excel at many multimodal tasks, yet they frequently struggle with tasks requiring precise understanding and handling of fine-grained visual elements. This is mainly due to information loss during image encoding or insufficient attention to critical regions. Recent wo...

多模态强化学习与后训练推理OpenReview 项目页
一作ACL 2026Findings· Findings of ACL

M ath M ixup: Boosting LLM Mathematical Reasoning with Difficulty-Controllable Data Synthesis and Curriculum Learning

Xuchen Li · Jing Chen · Xuzhao Li · Hao Liang · Xiaohuan ZHOU · Taifeng Wang · Wentao Zhang

摘要

In mathematical reasoning tasks, the advancement of Large Language Models (LLMs) relies heavily on high-quality training data with clearly defined and well-graded difficulty levels. However, existing data synthesis methods often suffer from limited diversity and lack precise control over problem...

推理强化学习与后训练效率与系统OpenReview 项目页
作者位次 #10/19ACL 2026Findings· Findings of ACL

M orpho B ench: A Benchmark with Difficulty Adaptive to Model Reasoning

Xukai Wang · Xuanbo Liu · Mingrui Chen · Haitian Zhong · Xuanlin Yang · Bohan Zeng · Jinbo Hu · Hao Liang · Junbo Niu · Xuchen Li · Ruitao Wu · Ruichuan An · Yang Shi · Liu Liu · Qiang Liu · Zhouchen Lin · Xu-yao Zhang · Wentao Zhang · Bin Dong

摘要

With the advancement of powerful large-scale reasoning models, effectively evaluating the reasoning capabilities of these models has become increasingly important. However, existing benchmarks designed to assess the reasoning abilities of large models tend to be limited in scope and lack the flex...

评测与基准推理代码OpenReview 项目页
作者位次 #2/3ICRA 2026Oral· Robotics & Automation

MATrack: Efficient Multiscale Adaptive Tracker for Real-Time Nighttime UAV Operations

Xuzhao Li · Xuchen Li · Shiyu Hu

效率与系统OpenReview

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