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• Bootstrapping LLMs via Preference-Based Policy Optimization

  Chen Jia

  31256-31264

  2026-03-14

• AutoTool: Efficient Tool Selection for Large Language Model Agents

  Jingyi Jia, Qinbin Li

  31265-31273

  2026-03-14

• MEML-GRPO: Heterogeneous Multi-Expert Mutual Learning for RLVR Advancement

  Weitao Jia, Jinghui Lu, Haiyang Yu, Siqi Wang, Guozhi Tang, An-Lan Wang, Weijie Yin, Dingkang Yang, Yuxiang Nie, Bin Shan, Hao Feng, Irene Li, Kun Yang, Han Wang, Jingqun Tang, Teng Fu, Changhong Jin, Chao Feng, Xiaohui Lv, Can Huang

  31283-31291

  2026-03-14

• Consensus-Aligned Neuron Efficient Fine-Tuning Large Language Models for Multi-Domain Machine Translation

  Shuting Jiang, Ran Song, Yuxin Huang, Yan Xiang, Yantuan Xian, Shengxiang Gao, Zhengtao Yu

  31310-31318

  2026-03-14

• MedS³: Towards Medical Slow Thinking with Self-Evolved Soft Dual-sided Process Supervision

  Shuyang Jiang, Yusheng Liao, Zhe Chen, Ya Zhang, Yanfeng Wang, Yu Wang

  31319-31327

  2026-03-14

• EduGuardBench: A Holistic Benchmark for Evaluating the Pedagogical Fidelity and Adversarial Safety of LLMs as Simulated Teachers

  Yilin Jiang, Mingzi Zhang, Xuanyu Yin, Sheng Jin, Suyu Lu, Zuocan Ying, Zengyi Yu, Xiangjie Kong

  31356-31364

  2026-03-14

• Difficulty Is Not Enough: Curriculum Learning for LLMs Fine-tuning Must Consider Utility

  Zishang Jiang, Jinyi Han, Tingyun Li, Xinyi Wang, Sihang Jiang, Xiaojun Meng, Jiansheng Wei, Jiaqing Liang, Yanghua Xiao

  31365-31373

  2026-03-14

• LC3: Long Cross-Language Code Clone Detection Enhanced by Opcode Sequences and Affinity Aggregation

  Xilin Lan, Huan Zhang, Yang Yang, Chengwu Xue, Li Kuang

  31456-31464

  2026-03-14

• Confidence-Guided Stepwise Model Routing for Cost-Efficient Reasoning

  Sangmook Lee, Dohyung Kim, Hyukhun Koh, Nakyeong Yang, Kyomin Jung

  31483-31491

  2026-03-14

• TaREx: Reinforcement Learning for Code-Driven Table Reasoning

  Fangyu Lei, Jinxiang Meng, Yiming Huang, Shizhu He, Jun Zhao, Kang Liu

  31501-31509

  2026-03-14

• HPSU: A Benchmark for Human-Level Perception in Real-World Spoken Speech Understanding

  Chen Li, Peiji Yang, Yicheng Zhong, Jianxing Yu, Zhisheng Wang, Zihao Gou, Wenqing Chen, Jian Yin

  31536-31544

  2026-03-14

• K-STaR: Knowledge-Aware Self-Taught Reasoner

  Guozheng Li, Xinyu Zhang

  31573-31581

  2026-03-14

• From Sampling to Cognition: Modeling Internal Cognitive Confidence in Language Models for Robust Uncertainty Calibration

  Hao Li, Tao He, Jiafeng Liang, Zheng Chu, Ming Liu

  31582-31590

  2026-03-14

• Causal Tracing of Object Representations in Large Vision Language Models: Mechanistic Interpretability and Hallucination Mitigation

  Qiming Li, Zekai Ye, Xiaocheng Feng, Weihong Zhong, Weitao Ma, Xiachong Feng

  31645-31653

  2026-03-14

• From Hypothesis to Premises: LLM-based Backward Logical Reasoning with Selective Symbolic Translation

  Qingchuan Li, Mingyue Cheng, Zirui Liu, Daoyu Wang, Yuting Zeng, Tongxuan Liu

  31671-31679

  2026-03-14

• AdaFuse: Accelerating Dynamic Adapter Inference via Token-Level Pre-Gating and Fused Kernel Optimization

  Qiyang Li, Rui Kong, Yuchen Li, Hengyi Cai, Shuaiqiang Wang, Linghe Kong, Guihai Chen, Dawei Yin

  31680-31688

  2026-03-14

• Automatic Paper Reviewing with Heterogeneous Graph Reasoning over LLM-Simulated Reviewer-Author Debates

  Shuaimin Li, Liyang Fan, Yufang Lin, Zeyang Li, Xian Wei, Shiwen Ni, Hamid Alinejad-Rokny, Min Yang

  31717-31725

  2026-03-14

• Jupiter: Enhancing LLM Data Analysis Capabilities via Notebook and Inference-Time Value-Guided Search

  Shuocheng Li, Yihao Liu, Silin Du, Wenxuan Zeng, Zhe Xu, Mengyu Zhou, Yeye He, Haoyu Dong, Shi Han, Dongmei Zhang

  31726-31733

  2026-03-14

• Semantic Volume: Quantifying and Detecting Both External and Internal Uncertainty in LLMs

  Xiaomin Li, Zhou Yu, Ziji Zhang, Yingying Zhuang, Swair Shah, Narayanan Sadagopan, Anurag Beniwal

  31751-31759

  2026-03-14

• LoopLLM: Transferable Energy-Latency Attacks in LLMs via Repetitive Generation

  Xingyu Li, Xiaolei Liu, Cheng Liu, Yixiao Xu, Kangyi Ding, Bangzhou Xin, Jia-Li Yin

  31770-31777

  2026-03-14

• VerifyBench: A Systematic Benchmark for Evaluating Reasoning Verifiers Across Domains

  Xuzhao Li, Xuchen Li, Shiyu Hu, Yongzhen Guo, Wentao Zhang

  31796-31804

  2026-03-14

• TransMamba: A Sequence-Level Hybrid Transformer-Mamba Language Model

  Yixing Li, Ruobing Xie, Zhen Yang, Xingwu Sun, Shuaipeng Li, Weidong Han, Zhanhui Kang, Di Wang, Yu Cheng

  31823-31833

  2026-03-14

• C³TG: Conflict-aware, Composite, and Collaborative Controlled Text Generation

  Yu Li, Zhe Yang, Yi Huang, Xin Liu, Guilin Qi

  31834-31842

  2026-03-14

• Mitigating Hallucinations in Large Language Models via Causal Reasoning

  Yuangang Li, Yiqing Shen, Yi Nian, Jiechao Gao, Ziyi Wang, Chenxiao Yu, Li Li, Jie Wang, Xiyang Hu, Yue Zhao

  31852-31860

  2026-03-14

• SepPrune: Structured Pruning for Efficient Deep Speech Separation

  Yuqi Li, Kai Li, Xin Yin, Zhifei Yang, Zeyu Dong, Zhengtao Yao, Haoyan Xu, Yingli Tian, Yao Lu

  31861-31869

  2026-03-14