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Ziqing Qiao

2 accepted papers

2026

RoboOmni: Actions Are Just Another Modality for Your Vision-Language Models

ICML 2026poster

Integrating Vision-Language Models (VLMs) into robotics has facilitated the development of generalizable Vision-Language Action (VLA) policies. However, unified discrete frameworks lag behind decoupled continuous designs due to limitations in action chunking and temporal modeling. To address this, w…

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2025

ConCISE: Confidence-guided Compression in Step-by-step Efficient Reasoning

EMNLP 2025

Large Reasoning Models (LRMs) perform strongly in complex reasoning tasks via Chain-of-Thought (CoT) prompting, but often suffer from verbose outputs, increasing computational overhead. Existing fine-tuning-based compression methods either operate post-hoc pruning, risking disruption to reasoning co

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