Seer Self-Consistency: Advance Budget Estimation for Adaptive Test-Time Scaling
Findings of the Association for Computational Linguistics: ACL 2026, 42734--42747, 2026.
Ji, Shiyu and Wang, Yixuan and Liu, Yijun and Zhu, Qingfu and Che, Wanxiang
Ji Shiyu
Seer Self-Consistency: Advance Budget Estimation for Adaptive Test-Time Scaling
Findings of the Association for Computational Linguistics: ACL 2026, 42734--42747, 2026.
Ji, Shiyu and Wang, Yixuan and Liu, Yijun and Zhu, Qingfu and Che, Wanxiang
CAMERA: Multi-Matrix Joint Compression for MoE Models via Micro-Expert Redundancy Analysis
Proceedings of the AAAI Conference on Artificial Intelligence, 40(32), 27395--27404, 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
Proceedings of the AAAI Conference on Artificial Intelligence, 40(32), 27395--27404, 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
Proceedings of the AAAI Conference on Artificial Intelligence, 40(38), 32240--32248, 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
Proceedings of the AAAI Conference on Artificial Intelligence, 40(38), 32240--32248, 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, 13, 1488--1506, 2025.
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, 13, 1488--1506, 2025.
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, 34158--34174, 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, 34158--34174, 2025.
Wang, Yixuan and Ji, Shiyu and Liu, Yijun and Xu, Yuzhuang and Xu, Yang and Zhu, Qingfu and Che, Wanxiang