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
Xu Yuzhuang
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
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
CRVQ: Channel-Relaxed Vector Quantization for Extreme Compression of LLMs
Transactions of the Association for Computational Linguistics
Xu, Yuzhuang and Ji, Shiyu and Zhu, Qingfu and Che, Wanxiang
CRVQ: Channel-Relaxed Vector Quantization for Extreme Compression of LLMs
Transactions of the Association for Computational Linguistics
Xu, Yuzhuang and Ji, Shiyu and Zhu, Qingfu and Che, Wanxiang
Lookahead Q-Cache: Achieving More Consistent KV Cache Eviction via Pseudo Query
Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, 34146--34162, 2025.
Wang, Yixuan and Ji, Shiyu and Liu, Yijun and Xu, Yuzhuang and Xu, Yang and Zhu, Qingfu and Che, Wanxiang
Lookahead Q-Cache: Achieving More Consistent KV Cache Eviction via Pseudo Query
Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, 34146--34162, 2025.
Wang, Yixuan and Ji, Shiyu and Liu, Yijun and Xu, Yuzhuang and Xu, Yang and Zhu, Qingfu and Che, Wanxiang
OneBit: Towards Extremely Low-bit Large Language Models
Advances in Neural Information Processing Systems, 66357--66382, 2024.
Xu, Yuzhuang and Han, Xu and Yang, Zonghan and Wang, Shuo and Zhu, Qingfu and Liu, Zhiyuan and Liu, Weidong and Che, Wanxiang
OneBit: Towards Extremely Low-bit Large Language Models
Advances in Neural Information Processing Systems, 66357--66382, 2024.
Xu, Yuzhuang and Han, Xu and Yang, Zonghan and Wang, Shuo and Zhu, Qingfu and Liu, Zhiyuan and Liu, Weidong and Che, Wanxiang