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• DRAFT-RL: Multi-Agent Chain-of-Draft Reasoning for Reinforcement Learning-Enhanced LLMs

  Yuanhao Li, Mingshan Liu, Hongbo Wang, Yiding Zhang, Yifei Ma, Wei Tan

  29530-29537

  2026-03-14

• Think How Your Teammates Think: Active Inference Can Benefit Decentralized Execution

  Hao Wu, Shoucheng Song, Chang Yao, Sheng Han, Huaiyu Wan, Youfang Lin, Kai Lv

  29749-29757

  2026-03-14

• Learning to Deliberate: Meta-policy Collaboration for Agentic LLMs with Multi-agent Reinforcement Learning

  Wei Yang, Jesse Thomason

  29820-29828

  2026-03-14

• InEx: Hallucination Mitigation via Introspection and Cross-Modal Multi-Agent Collaboration

  Zhongyu Yang, Yingfang Yuan, Xuanming Jiang, Baoyi An, Wei Pang

  29829-29837

  2026-03-14

• WRitEer: A Multi-Objective, Preference-Driven Multi-Agent Framework for Human-Like Advanced Text Generation

  Junchuan Yu, Yuyang Sun

  29856-29864

  2026-03-14

• RetouchAgent: Towards Interactive and Explainable Image Retouching with MLLM Agents

  Shuo Zhang, Xinyu Yang

  29901-29910

  2026-03-14

• MAMA-Memeia! Multi-Aspect Multi-Agent Collaboration for Depressive Symptoms Identification in Memes

  Siddhant Agarwal, Adya Dhuler, Polly Ruhnke, Melvin Speisman, Md Shad Akhtar, Shweta Yadav

  29986-29994

  2026-03-14

• HQ-SVC: Towards High-Quality Zero-Shot Singing Voice Conversion in Low-Resource Scenarios

  Bingsong Bai, Yizhong Geng, Fengping Wang, Cong Wang, Puyuan Guo, Yingming Gao, Ya Li

  30013-30021

  2026-03-14

• Identifying and Analyzing Performance-Critical Tokens in Large Language Models

  Yu Bai, Heyan Huang, Cesare Spinoso-Di Piano, Sanxing Chen, Marc-Antoine Rondeau, Yang Gao, Jackie Chi Kit Cheung

  30031-30039

  2026-03-14

• IROTE: Human-like Traits Elicitation of Large Language Model via In-Context Self-Reflective Optimization

  Yuzhuo Bai, Shitong Duan, Muhua Huang, Jing Yao, Zhenghao Liu, Peng Zhang, Tun Lu, Xiaoyuan Yi, Maosong Sun, Xing Xie

  30040-30048

  2026-03-14

• JudgeBoard: Benchmarking and Enhancing Small Language Models for Reasoning Evaluation

  Zhenyu Bi, Gaurav Srivastava, Yang Li, Swastik Roy, Meng Lu, Morteza Ziyadi, Xuan Wang

  30076-30084

  2026-03-14

• Sampling-Free Uncertainty Quantification via Hidden State Dynamics in Language Models

  Yixin Bu, Guanyun Zou, Renzhi Wang, Runze Xia, Cunjun Wang, Hongliang Dai, Xiaoqing Ma, Piji Li

  30104-30111

  2026-03-14

• Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Significant Gains in Reasoning Efficiency in Large Language Models

  Qiguang Chen, Dengyun Peng, Jinhao Liu, Huikang Su, Jiannan Guan, Libo Qin, Wanxiang Che

  30261-30269

  2026-03-14

• Persistent Backdoor Attacks Under Continual Fine-Tuning of LLMs

  Jing Cui, Yufei Han, Jianbin Jiao, Junge Zhang

  30422-30430

  2026-03-14

• CLER: Improving Multimodal Financial Reasoning by Cross-MLLM Error Reflection

  Shuangyan Deng, Zhongsheng Wang, Rui Mao, Ciprian Doru Giurcăneanu, Jiamou Liu

  30494-30502

  2026-03-14

• TimeBill: Time-Budgeted Inference for Large Language Models

  Qi Fan, An Zou, Yehan Ma

  30620-30628

  2026-03-14

• I Have Covered All the Bases Here: Interpreting Reasoning Features in Large Language Models via Sparse Autoencoders

  Andrey V. Galichin, Alexey Dontsov, Polina Druzhinina, Anton Razzhigaev, Oleg Rogov, Elena Tutubalina, Ivan Oseledets

  30771-30779

  2026-03-14

• S2D-Align: Shallow-to-Deep Auxiliary Learning for Anatomically-Grounded Radiology Report Generation

  Jiechao Gao, Chang Liu, Yuangang Li

  30780-30788

  2026-03-14

• Analyze–Compose–Execute: A Dynamic Dialogue Framework for Multi-Agent Debate

  Wenyuan Gu, Haowen Wang, Jiale Han, Xiang Li, Zhixuan Wu, Hongru Xiao, Bo Cheng

  30825-30833

  2026-03-14

• Group Causal Policy Optimization for Post-Training Large Language Models

  Ziyin Gu, Jingyao Wang, Ran Zuo, Chuxiong Sun, Zeen Song, Changwen Zheng, Wenwen Qiang

  30834-30842

  2026-03-14

• Beware of Reasoning Overconfidence: Pitfalls in the Reasoning Process for Multi-solution Tasks

  Jiannan Guan, Qiguang Chen, Libo Qin, Dengyun Peng, Jinhao Liu, Liangyu Huo, Jian Xie, Wanxiang Che

  30843-30851

  2026-03-14

• Extracting Events Like Code: A Multi-Agent Programming Framework for Zero-Shot Event Extraction

  Quanjiang Guo, Sijie Wang, Jinchuan Zhang, Ben Zhang, Zhao Kang, Ling Tian, Ke Yan

  30880-30887

  2026-03-14

• MCP-AgentBench: Evaluating Real-World Language Agent Performance with MCP-Mediated Tools

  Zikang Guo, Benfeng Xu, Chiwei Zhu, Wentao Hong, Xiaorui Wang, Zhendong Mao

  30888-30896

  2026-03-14

• Exploring Depth Generalization in Large Language Models for Solving Recursive Logic Tasks

  Zhiyuan He

  30996-31004

  2026-03-14

• AgentMental: An Interactive Multi-Agent Framework for Explainable and Adaptive Mental Health Assessment

  Jinpeng Hu, Ao Wang, Qianqian Xie, Zhuo Li, Hui Ma, Dan Guo

  31050-31058

  2026-03-14