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lines changed Original file line number Diff line number Diff line change 1+ ---
2+ title : " A State-Transition Framework for Efficient LLM Reasoning"
3+ authors :
4+ - Liang Zhang
5+ - Yu Zhao
6+ - Longyue Wang
7+ - Tianqi Shi
8+ - Weihua Luo
9+ - Kaifu Zhang
10+ - Jinsong Su
11+ author_notes :
12+ -
13+ -
14+ -
15+ -
16+ -
17+ -
18+ - " 通讯作者"
19+ date : " 2026-01-26T13:29:39Z"
20+ publishDate : " 2026-01-26T13:29:39Z"
21+ publication_types : [direction9]
22+ publication : " **In Proc. of ICLR 2026**"
23+ ---
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2+ title : " UME-R1: Exploring Reasoning-Driven Generative Multimodal Embeddings"
3+ authors :
4+ - Zhibin Lan
5+ - Liqiang Niu
6+ - Fandong Meng
7+ - Jie Zhou
8+ - Jinsong Su
9+ author_notes :
10+ -
11+ -
12+ -
13+ -
14+ - " 通讯作者"
15+ date : " 2026-01-26T13:32:02Z"
16+ publishDate : " 2026-01-26T13:32:02Z"
17+ publication_types : [direction7]
18+ publication : " **In Proc. of ICLR 2026**"
19+ ---
Original file line number Diff line number Diff line change 1+ ---
2+ title : " When to use Graphs in RAG: A Comprehensive Analysis for Graph Retrieval-Augmented Generation"
3+ authors :
4+ - Zhishang Xiang
5+ - Chuanjie Wu
6+ - Qinggang Zhang
7+ - Shengyuan Chen
8+ - Zijin Hong
9+ - Xiao Huang
10+ - Jinsong Su
11+ author_notes :
12+ - " 共同一作"
13+ - " 共同一作"
14+ - " 通讯作者"
15+ -
16+ -
17+ -
18+ - " 通讯作者"
19+ date : " 2026-01-26T13:47:51Z"
20+ publishDate : " 2026-01-26T13:47:51Z"
21+ publication_types : [direction6,directionb]
22+ publication : " **In Proc. of ICLR 2026**"
23+ ---
Original file line number Diff line number Diff line change 1+ ---
2+ title : " Bi-directional Bias Attribution: Debiasing Large Language Models without Modifying Prompts"
3+ authors :
4+ - Yujie Lin(PhD)
5+ - Kunquan Li
6+ - Yixuan Liao
7+ - Xiaoxin Chen
8+ - Jinsong Su
9+ author_notes :
10+ -
11+ -
12+ -
13+ -
14+ - " 通讯作者"
15+ date : " 2026-01-26T13:49:26Z"
16+ publishDate : " 2026-01-26T13:49:26Z"
17+ publication_types : [directiona0]
18+ publication : " **In Proc. of ICLR 2026**"
19+ ---
Original file line number Diff line number Diff line change 285285 translation : 大模型推理
286286- id : pub_directiona
287287 translation : 大模型智能体
288+ - id : pub_directiona0
289+ translation : 大模型安全
288290- id : pub_directionb
289291 translation : 大模型基准
290292- id : pub_directionc
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