Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Extreme Reasoning Efficiency in Large Language Models
AAAI 2026
Chen, Qiguang and Peng, Dengyun and Liu, Jinhao and Su, HuiKang and Guan, Jiannan and Qin, Libo and Che, Wanxiang
2026
Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Extreme Reasoning Efficiency in Large Language Models
AAAI 2026
Chen, Qiguang and Peng, Dengyun and Liu, Jinhao and Su, HuiKang and Guan, Jiannan and Qin, Libo and Che, Wanxiang
Bounds of Chain-of-Thought Robustness: Reasoning Steps, Embed Norms, and Beyond
ILCR 2026
Wang, Dingzirui and Zhang, Xuanliang and Xu, Keyan and Zhu, Qingfu and Che, Wanxiang and Deng, Yang
Bounds of Chain-of-Thought Robustness: Reasoning Steps, Embed Norms, and Beyond
ILCR 2026
Wang, Dingzirui and Zhang, Xuanliang and Xu, Keyan and Zhu, Qingfu and Che, Wanxiang and Deng, Yang
CAMERA: Multi-Matrix Joint Compression for MoE Models via Micro-Expert Redundancy Analysis
AAAI 2026
Xu, Yuzhuang and Han, Xu and Zhang, Yuanchi and Wang, Yixuan and Liu, Yijun and Ji, Shiyu and Zhu, Qingfu and Che, Wanxiang
CAMERA: Multi-Matrix Joint Compression for MoE Models via Micro-Expert Redundancy Analysis
AAAI 2026
Xu, Yuzhuang and Han, Xu and Zhang, Yuanchi and Wang, Yixuan and Liu, Yijun and Ji, Shiyu and Zhu, Qingfu and Che, Wanxiang
How Many Code and Test Cases Are Enough? Evaluating Test Cases Generation from a Binary-Matrix Perspective
ILCR 2026
Luo, Xianzhen and Huang, Jinyang and Zheng, Wenzhen and Zhu, Qingfu and Xu, Mingzheng and Xu, Yiheng and Fan, Yuantao and Qin, Libo and Che, Wanxiang
How Many Code and Test Cases Are Enough? Evaluating Test Cases Generation from a Binary-Matrix Perspective
ILCR 2026
Luo, Xianzhen and Huang, Jinyang and Zheng, Wenzhen and Zhu, Qingfu and Xu, Mingzheng and Xu, Yiheng and Fan, Yuantao and Qin, Libo and Che, Wanxiang
Judge Q: Trainable Queries for Optimized Information Retention in KV Cache Eviction
AAAI 2026
Liu, Yijun and Wang, Yixuan and Xu, Yuzhuang and Ji, Shiyu and Xu, Yang and Zhu, Qingfu and Che, Wanxiang
Judge Q: Trainable Queries for Optimized Information Retention in KV Cache Eviction
AAAI 2026
Liu, Yijun and Wang, Yixuan and Xu, Yuzhuang and Ji, Shiyu and Xu, Yang and Zhu, Qingfu and Che, Wanxiang
ProxyAttn: Guided Sparse Attention via Representative Heads
ILCR 2026
Wang, Yixuan and He, Huang and Bao, Siqi and Wu, Hua and Wang, Haifeng and Zhu, Qingfu and Che, Wanxiang
ProxyAttn: Guided Sparse Attention via Representative Heads
ILCR 2026
Wang, Yixuan and He, Huang and Bao, Siqi and Wu, Hua and Wang, Haifeng and Zhu, Qingfu and Che, Wanxiang