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• GrayKD: Distilling Better Knowledge from Black-box LLM via Multi-rationale Injection

  Hyeongsoo Lim, Hyung Yong Kim, Jin Young Kim, Min Ho Jang, Eun Seo Seo, Youshin Lim, Shukjae Choi, Jihwan Park, Yunkyu Lim, Hanbin Lee, Byeong-Yeol Kim, Ji Won Yoon

  31997-32005

  2026-03-14

• Towards Better Code Understanding in Decoder-Only Models with Contrastive Learning

  Jiayi Lin, Yanlin Wang, Yibiao Yang, Lei Zhang, Yutao Xie

  32006-32014

  2026-03-14

• Hidden in the Noise: Unveiling Backdoors in Audio LLMs Alignment Through Latent Acoustic Pattern Triggers

  Liang Lin, Miao Yu, Kaiwen Luo, Yibo Zhang, Lilan Peng, Dexian Wang, Xuehai Tang, Yuanhe Zhang, Xikang Yang, Zhenhong Zhou, Kun Wang, Yang Liu

  32015-32023

  2026-03-14

• Diffusion-Assisted Progressive Learning for Weakly Supervised Phrase Localization

  Pengyue Lin, Yanyang Hu, Xinjing Liu, Wenqi Jia, Fangxiang Feng, Ruifan Li

  32024-32032

  2026-03-14

• GeWu: A Culturally-Grounded Chinese Benchmark for Multi-Stage Social Bias Evaluation in Large Language Models

  Yi Lin, Ziyi Zhou, Jiashi Gao, Xinwei Guo, Jiaxin Zhang, Haiyan Wu, Xin Yao, Xuetao Wei

  32033-32041

  2026-03-14

• RPM-MCTS: Knowledge-Retrieval as Process Reward Model with Monte Carlo Tree Search for Code Generation

  Yuanyuan Lin, Xiangyu Ouyang, Teng Zhang, Kaixin Sui

  32042-32050

  2026-03-14

• SparseRM: A Lightweight Preference Modeling with Sparse Autoencoder

  Dengcan Liu, Jiahao Li, Zheren Fu, Yi Tu, Jiajun Li, Zhendong Mao, Yongdong Zhang

  32051-32059

  2026-03-14

• Format as a Prior: Quantifying and Analyzing Bias in LLMs for Heterogeneous Data

  Jiacheng Liu, Mayi Xu, Qiankun Pi, Wenli Li, Ming Zhong, Yuanyuan Zhu, Mengchi Liu, Tieyun Qian

  32060-32068

  2026-03-14

• Dynamic Cognitive Planning for Cognitive-Functional Dialogue: A Case Study in Emotional Support Conversation

  Jiaqi Liu, Yankun Yang, Jiakang Xu, Zhongqiang Du, Wenbin Jiang

  32069-32077

  2026-03-14

• Easy for Children, Hard for AI: The Limits of Multimodal LLMs in Early Childhood Learning

  Jingping Liu, Xueyan Wu, Hanxuan Chen, Ziyan Liu, Zhangquan Chen, Ronghao Chen, Huacan Wang

  32078-32086

  2026-03-14

• Is Your (Reasoning) Multimodal Language Model Vulnerable Toward Distractions?

  Ming Liu, Hao Chen, Jindong Wang, Liwen Wang, Jingchen Sun, Wensheng Zhang

  32087-32095

  2026-03-14

• Dynamic-Static Synergistic Selection Method for Candidate Code Solutions with Generated Test Cases

  Ren-Biao Liu, Jiang-Tian Xue, Chao-Zeng Ma, Hui Sun, Xin-Ye Li, Ming Li

  32096-32104

  2026-03-14

• ARBench: Algorithmic Reasoner or API Alchemist? Evaluating LLMs Beyond API Calls

  Ren-Biao Liu, Chao-Zeng Ma, Anqi Li, Hui Sun, Xin-Ye Li, Ming Li

  32105-32113

  2026-03-14

• Towards Authentic Movie Dubbing with Retrieve-Augmented Director-Actor Interaction Learning

  Rui Liu, Yuan Zhao, Zhenqi Jia

  32114-32122

  2026-03-14

• SafeNLIDB: A Privacy-Preserving Safety Alignment Framework for LLM-based Natural Language Database Interfaces

  Ruiheng Liu, Xiaobing Chen, Jinyu Zhang, Qiongwen Zhang, Yu Zhang, Bailong Yang

  32123-32131

  2026-03-14

• MGT-Prism: Enhancing Domain Generalization for Machine-Generated Text Detection via Spectral Alignment

  Shengchao Liu, Xiaoming Liu, Chengzhengxu Li, Zhaohan Zhang, Guoxin Ma, Yu Lan, Shuai Xiao

  32132-32140

  2026-03-14

• BadThink: Triggered Overthinking Attacks on Chain-of-Thought Reasoning in Large Language Models

  Shuaitong Liu, Renjue Li, Lijia Yu, Lijun Zhang, Zhiming Liu, Gaojie Jin

  32141-32149

  2026-03-14

• LLM Collaboration with Multi-Agent Reinforcement Learning

  Shuo Liu, Zeyu Liang, Xueguang Lyu, Christopher Amato

  32150-32158

  2026-03-14

• Look as You Think: Unifying Reasoning and Visual Evidence Attribution for Verifiable Document RAG via Reinforcement Learning

  Shuochen Liu, Pengfei Luo, Chao Zhang, Yuhao Chen, Haotian Zhang, Qi Liu, Xin Kou, Tong Xu, Enhong Chen

  32159-32167

  2026-03-14

• TruthfulRAG: Resolving Factual-level Conflicts in Retrieval-Augmented Generation with Knowledge Graphs

  Shuyi Liu, Yu-Ming Shang, Xi Zhang

  32168-32176

  2026-03-14

• WaveEx: Accelerating Flow Matching-based Speech Generation via Wavelet-guided Extrapolation

  Xiaoqian Liu, Xiyan Gui, Zhengkun Ge, Yuan Ge, Chang Zou, Jiacheng Liu, Zhikang Niu, Qixi Zheng, Chen Xu, Xie Chen, Tong Xiao, Jingbo Zhu, Linfeng Zhang

  32177-32185

  2026-03-14

• LongLLaDA: Unlocking Long Context Capabilities in Diffusion LLMs

  Xiaoran Liu, Yuerong Song, Zhigeng Liu, Zengfeng Huang, Qipeng Guo, Ziwei He, Xipeng Qiu

  32186-32194

  2026-03-14

• Focusing on Language: Revealing and Exploiting Language Attention Heads in Multilingual Large Language Models

  Xin Liu, Qiyang Song, Qihang Zhou, Haichao Du, Shaowen Xu, Wenbo Jiang, Weijuan Zhang, Xiaoqi Jia

  32195-32203

  2026-03-14

• OX-MABSR: A Benchmark for Open-domain Explainable Multimodal Aspect-Based Sentiment Reasoning

  Xinjing Liu, ZiXin Xue, Pengyue Lin, Xinyu Tu, Siwei Xu, Ruifan Li

  32204-32212

  2026-03-14

• Let’s Think with Images Efficiently! An Interleaved-Modal Chain-of-Thought Reasoning Framework with Dynamic and Precise Visual Thoughts

  Xu Liu, Yongheng Zhang, Qiguang Chen, Yao Li, Sheng Wang, Libo Qin

  32213-32221

  2026-03-14