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• AntiDote: Bi-level Adversarial Training for Tamper-Resistant LLMs

  Debdeep Sanyal, Manodeep Ray, Murari Mandal

  32893-32901

  2026-03-14

• From Chaos to Cure: A Prefix Heuristics Guided Model-Agnostic Adaptive Detoxification Framework

  Yuhu Shang, Xiang Cheng, Yimeng Ren, Huijia Wu, Xuexiong Luo, Kangkang Lu, Jian Zhao, Zhaofeng He

  32902-32910

  2026-03-14

• Constructing Superior Representations Beyond the Original Documents via a Contrastive Gaussian Fusion Network for Clustering

  Ao Shen, Ruizhang Huang, Jingjing Xue, Ruina Bai

  32911-32919

  2026-03-14

• LLMdoctor: Token-Level Flow-Guided Preference Optimization for Efficient Test-Time Alignment of Large Language Models

  Tiesunlong Shen, Rui Mao, Jin Wang, Heming Sun, Jian Zhang, Xuejie Zhang, Erik Cambria

  32920-32928

  2026-03-14

• Are We on the Right Way to Assess Document Retrieval-Augmented Generation?

  Wenxuan Shen, Mingjia Wang, Yaochen Wang, Dongping Chen, Junjie Yang, Yao Wan, Weiwei Lin

  32929-32937

  2026-03-14

• Perturb Your Data: Paraphrase-Guided Training Data Watermarking

  Pranav Shetty, Mirazul Haque, Petr Babkin, Zhiqiang Ma, Xiaomo Liu, Manuela Veloso

  32938-32946

  2026-03-14

• Scaling LLM Speculative Decoding: Non-Autoregressive Forecasting in Large-Batch Scenarios

  Luohe Shi, Zuchao Li, Lefei Zhang, Baoyuan Qi, Guoming Liu, Hai Zhao

  32947-32955

  2026-03-14

• ProFuser: Progressive Fusion of Large Language Models

  Tianyuan Shi, Fanqi Wan, Canbin Huang, Xiaojun Quan, Chenliang Li, Ming Yan, Ji Zhang, Minhua Huang, Wu Kai

  32956-32964

  2026-03-14

• From Solver to Tutor: Evaluating the Pedagogical Intelligence of LLMs with KMP-Bench

  Weikang Shi, Houxing Ren, Junting Pan, Aojun Zhou, Ke Wang, Zimu Lu, Yunqiao Yang, Yuxuan Hu, Linda Wei, Mingjie Zhan, Hongsheng Li

  32965-32973

  2026-03-14

• Enhancing Meme Emotion Understanding with Multi-Level Modality Enhancement and Dual-Stage Modal Fusion

  Yi Shi, Wenlong Meng, Zhenyuan Guo, Chengkun Wei, Wenzhi Chen

  32974-32982

  2026-03-14

• Fine-Tuned LLMs Know They Don’t Know: A Parameter-Efficient Approach to Recovering Honesty

  Zeyu Shi, Ziming Wang, Tianyu Chen, Shiqi Gao, Haoyi Zhou, Qingyun Sun, Jianxin Li

  32983-32991

  2026-03-14

• qa-FLoRA: Data-free query-adaptive Fusion of LoRAs for LLMs

  Shreya Shukla, Aditya Sriram, Milinda Kuppur Narayanaswamy, Hiteshi Jain

  32992-33000

  2026-03-14

• Teaching Large Language Models to Maintain Contextual Faithfulness via Synthetic Tasks and Reinforcement Learning

  Shuzheng Si, Haozhe Zhao, Cheng Gao, Yuzhuo Bai, Zhitong Wang, Bofei Gao, Kangyang Luo, Wenhao Li, Yufei Huang, Gang Chen, Fanchao Qi, Minjia Zhang, Baobao Chang, Maosong Sun

  33001-33009

  2026-03-14

• BiCA: Effective Biomedical Dense Retrieval with Citation-Aware Hard Negatives

  Aarush Sinha, Pavan Kumar S, Roshan Balaji, Nirav Pravinbhai Bhatt

  33010-33018

  2026-03-14

• Causal Reward Adjustment: Mitigating Reward Hacking in External Reasoning via Backdoor Correction

  Ruike Song, Zeen Song, Huijie Guo, Wenwen Qiang

  33019-33027

  2026-03-14

• MAVIS: A Benchmark for Multimodal Source Attribution in Long-form Visual Question Answering

  Seokwon Song, Minsu Park, Gunhee Kim

  33028-33037

  2026-03-14

• Sparse-dLLM: Accelerating Diffusion LLMs with Dynamic Cache Eviction

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

  33038-33046

  2026-03-14

• Optimization and Robustness-Informed Membership Inference Attacks for LLMs

  Zichen Song, Qixin Zhang, Ming Li, Yao Shu

  33047-33055

  2026-03-14

• Chinese Two-part Allegorical Sayings Reading Comprehension: Exploration from Reasoning to Metaphor

  Dongyu Su, Yimin Xiao, Tongguan Wang, Feiyue Xue, Junkai Li, Hui Liu, Ying Sha

  33056-33064

  2026-03-14

• CP-Router: An Uncertainty-Aware Router Between LLM and LRM

  Jiayuan Su, Fulin Lin, Zhaopeng Feng, Han Zheng, Teng Wang, Zhenyu Xiao, Xinlong Zhao, Zuozhu Liu, Lu Cheng, Hongwei Wang

  33065-33073

  2026-03-14

• Beyond Plain Demos: A Demo-Centric Anchoring Paradigm for In-Context Learning in Alzheimer’s Disease Detection

  Puzhen Su, Haoran Yin, Miao Yongzhu, Jintao Tang, Shasha Li, Ting Wang

  33074-33082

  2026-03-14

• ECD: Evidence-guided Contrastive Decoding in Retrieval-Augmented Generation with Accurate Knowledge Reference Adjustment

  Yize Sui, Yan Xu, Kun Hu, Jing Ren, Wenjing Yang

  33083-33090

  2026-03-14

• Bridging the Language Gap: Uncovering and Aligning Shared Circuits for Multi-Hop Reasoning in Multilingual LLMs

  Chenghao Sun, Zhen Huang, Yonggang Zhang, Xinmei Tian, Xu Shen, Jieping Ye

  33091-33099

  2026-03-14

• Enhancing Pre-training Data Detection in LLMs Through Discriminative and Symmetric Prefix Selection

  Kai Sun, Yuxin Lin, Bo Dong, Jingyao Zhang, Bin Shi

  33100-33107

  2026-03-14

• Scope Delineation Before Localization: A Two-Stage Framework for Enhancing Failure Attribution in Multi-Agent Systems

  Kai Sun, Wenqiang Li, Bo Dong, Yuxin Lin, Jingyao Zhang, Bin Shi

  33108-33116

  2026-03-14