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2026 顶会论文

作者位次 #2/8ICLR 2026Poster· Deep Learning / Generative Models and Autoencoders

ProtoKV: Long-context Knowledges Are Already Well-Organized Before Your Query

Zhiyuan Yu · Shijian Xiao · Zhangyue Yin · Xiaoran Liu · Lekai Xing · Wenzhong Li · Cam-Tu Nguyen · Sanglu Lu

检索与知识长上下文与架构OpenReview

作者位次 #2/7ACL 2026Poster· Natural Language Processing

Thermometer of Thoughts: Enhancing LLM ’s Exploration via Attention Temperature Modulation

Zhiyuan Yu · Shijian Xiao · Cam-Tu Nguyen · Zhangyue Yin · Lekai Xing · Wenzhong Li · Sanglu Lu

摘要

Improving the exploration of reasoning is essential for advancing Large Language Models’ (LLMs) problem-solving performance. Current methods primarily rely on output-level stochasticity, which decode within fixed reasoning patterns of LLM and suffer from insufficient exploration. In this paper, w...

评测与基准推理效率与系统OpenReview 项目页

作者位次 #5/6AAAI 2026Poster· Artificial Intelligence

Demystifying GNN-to-MLP Knowledge Transfer: Theoretical Grounding and Dual-Stream Distillation Method

Zhiyuan Yu · Mingkai Lin · Wenzhong Li · Zhangyue Yin · Shijian Xiao · Sanglu Lu

强化学习与后训练检索与知识理论与学习动力学OpenReview

Shijian Xiao

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2026 顶会论文

ProtoKV: Long-context Knowledges Are Already Well-Organized Before Your Query

Thermometer of Thoughts: Enhancing LLM ’s Exploration via Attention Temperature Modulation

Demystifying GNN-to-MLP Knowledge Transfer: Theoretical Grounding and Dual-Stream Distillation Method

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