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• Time-Frequency Token Advantage Clipping for Training Efficient Large Reasoning Model

  Rong Bao, Bo Wang, Xiao Wang, Hongyu Li, Rui Zheng, Leszek Rutkowski, Qi Zhang, Liang Ding, Dacheng Tao

  30049-30057

  2026-03-14

• OptiHive: Ensemble Selection for LLM-Based Optimization via Statistical Modeling

  Maxime Bouscary, Saurabh Amin

  30085-30093

  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

• TIV: Thought Injection via Vectors for Efficient Reasoning in Large Reasoning Models

  Yi Cao, Weijie Shi, Wei-Jie Xu, Yucheng Shen, Yue Cui, Hanghui Guo, Shimin Di, Ziyi Liu, Jiaming Li, Alexander Zhou, Jia Zhu, Jiajie Xu

  30148-30155

  2026-03-14

• AUVIC: Adversarial Unlearning of Visual Concepts for Multi-modal Large Language Models

  Haokun Chen, Jianing Li, Yao Zhang, Jinhe Bi, Yan Xia, Jindong Gu, Volker Tresp

  30218-30225

  2026-03-14

• ModalSyncSum: Synchronizing Image and Text for Reliable Summary Generation

  Xuanqi Chen, Ziying Rong, Xinfeng Liao, Yiqian Wu, Bowei Zhang, Pengfei Fu, Shengyi Jiang

  30306-30314

  2026-03-14

• HLPD: Aligning LLMs to Human Language Preference for Machine-Revised Text Detection

  Fangqi Dai, Xingjian Jiang, Zizhuang Deng

  30440-30448

  2026-03-14

• Measuring the Unmeasurable: Unveiling Latent Cognitive Capabilities of LLM

  Cui Danxin, Sihang Jiang, Keyi Wang, Zhiyi Duan, Yanghua Xiao, Bi Yude, Jiaqing Liang, Minggui He, Shimin Tao, Yilun Liu

  30485-30493

  2026-03-14

• W2S-AlignTree: Weak-to-Strong Inference-Time Alignment for Large Language Models via Monte Carlo Tree Search

  Zhenyu Ding, Yuhao Wang, Tengyue Xiao, Haoying Wang, Guojun Ma, Mingyang Wan, Caigui Jiang, Ning Ding

  30521-30529

  2026-03-14

• AdaSpec: Adaptive Multilingual Speculative Decoding with Self-Synthesized Language-Aware Training and Vocabulary Simplification

  Dinh-Truong Do, Nguyen-Khang Le, Le-Minh Nguyen

  30530-30538

  2026-03-14

• TO-GATE: Clarifying Questions and Summarizing Responses with Trajectory Optimization for Eliciting Human Preference

  Yulin Dou, Jiangming Liu

  30548-30556

  2026-03-14

• Learning to Parse and Reconstruct: Bidirectional Modeling of Question-to-Program Mapping

  Zeying Duan, Youtian Du, Yuanlin Chang, Bowen Lin, Weijia Wu

  30602-30610

  2026-03-14

• MHA2MLA-VLM: Enabling DeepSeek’s Economical Multi-Head Latent Attention Across Vision-Language Models

  Xiaoran Fan, Zhichao Sun, Tao Ji, Lixing Shen, Tao Gui

  30638-30646

  2026-03-14

• Graph of Verification: Structured Verification of LLM Reasoning with Directed Acyclic Graphs

  Jiwei Fang, Bin Zhang, Changwei Wang, Jin Wan, Zhiwei Xu

  30665-30672

  2026-03-14

• Boosting ASR Robustness via Test-Time Reinforcement Learning with Audio-Text Semantic Rewards

  Linghan Fang, Tianxin Xie, Li Liu

  30673-30681

  2026-03-14

• Control Illusion: The Failure of Instruction Hierarchies in Large Language Models

  Yilin Geng, Haonan Li, Honglin Mu, Xudong Han, Timothy Baldwin, Omri Abend, Eduard Hovy, Lea Frermann

  30816-30824

  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

• Uncovering and Mitigating Transient Blindness in Multimodal Model Editing

  XiaoQi Han, Ru Li, Ran Yi, Hongye Tan, Zhuomin Liang, Victor Gutierrez Basulto, Jeff Z. Pan

  30934-30942

  2026-03-14

• Fact2Fiction: Targeted Poisoning Attack to Agentic Fact-checking System

  Haorui He, Yupeng Li, Bin Benjamin Zhu, Dacheng Wen, Reynold Cheng, Francis C. M. Lau

  30943-30950

  2026-03-14

• MentalGuide: Towards Multi-Turn, State-Aware and Strategy-Driven Conversations for Mental Health Support

  Jinwei He, Feng Lu

  30951-30959

  2026-03-14

• PaSE: Prototype-aligned Calibration and Shapley-based Equilibrium for Multimodal Sentiment Analysis

  Kang He, Boyu Chen, Yuzhe Ding, Fei Li, Chong Teng, Donghong Ji

  30960-30968

  2026-03-14

• DUP: Detection-guided Unlearning for Backdoor Purification in Language Models

  Man Hu, Yahui Ding, Yatao Yang, Liangyu Chen, Yanhao Jia, Shuai Zhao

  31059-31067

  2026-03-14

• QiMeng-CRUX: Narrowing the Gap Between Natural Language and Verilog via Core Refined Understanding eXpression

  Lei Huang, Rui Zhang, Jiaming Guo, Yang Zhang, Di Huang, Shuyao Cheng, Pengwei Jin, Chongxiao Li, Zidong Du, Xing Hu, Yunji Chen, Qi Guo

  31193-31201

  2026-03-14

• Hybrid Routing for a Mixture of LoRA Experts

  Yitong Huang, Ziqi Yang, Zihui Wang, Jianzhong Qi, Rongshan Yu, Xiaoliang Fan, Cheng Wang

  31211-31219

  2026-03-14

• SPA: Achieving Consensus in LLM Alignment via Self-Priority Optimization

  Yue Huang, Xiangqi Wang, Xiangliang Zhang

  31220-31228

  2026-03-14