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• SDA: Steering-Driven Distribution Alignment for Open LLMs Without Fine-Tuning

  Wei Xia, Zhi-Hong Deng

  34025-34033

  2026-03-14

• ComLQ: Benchmarking Complex Logical Queries in Information Retrieval

  Ganlin Xu, Zhitao Yin, Linghao Zhang, Jiaqing Liang, Weijia Lu, Xiaodong Zhang, Zhifei Yang, Sihang Jiang, Deqing Yang

  34115-34123

  2026-03-14

• MMBERT: Scaled Mixture-of-Experts Multimodal BERT for Robust Chinese Hate Speech Detection Under Cloaking Perturbations

  Qiyao Xue, Yuchen Dou, Zheyuan Ryan Shi, Xiang Lorraine Li, Wei Gao

  34196-34204

  2026-03-14

• AsFT: Anchoring Safety During LLM Fine-Tuning Within Narrow Safety Basin

  Shuo Yang, Qihui Zhang, Yuyang Liu, Yue Huang, Xiaojun Jia, Kun-Peng Ning, Jia-Yu Yao, Jigang Wang, Dai Hailiang, Yibing Song, Li Yuan

  34322-34330

  2026-03-14

• Language Model Distillation: A Temporal Difference Imitation Learning Perspective

  Zishun Yu, Shangzhe Li, Xinhua Zhang

  34512-34520

  2026-03-14

• ASKD: Reinforcement Learning-Style Knowledge Distillation with Quality-Adaptive Skewness

  Mingjie Zhang, Xiaoling Zhou, Yuxiao Luo, Yiyu Liu, Shikun Zhang, Wei Ye

  34781-34789

  2026-03-14

• Interpretable Reward Model via Sparse Autoencoder

  Shuyi Zhang, Wei Shi, Sihang Li, Jiayi Liao, Tao Liang, Hengxing Cai, Xiang Wang

  34808-34816

  2026-03-14

• Don’t Start Over: A Cost-Effective Framework for Migrating Personalized Prompts Between LLMs

  Ziyi Zhao, Chongming Gao, Yang Zhang, Haoyan Liu, Weinan Gan, Huifeng Guo, Yong Liu, Fuli Feng

  35003-35011

  2026-03-14

• Why Do Open-Source LLMs Struggle with Data Analysis? A Systematic Empirical Study

  Yuqi Zhu, Yi Zhong, Jintian Zhang, Ziheng Zhang, Shuofei Qiao, Yujie Luo, Lun Du, Da Zheng, Ningyu Zhang, Huajun Chen

  35239-35247

  2026-03-14

• Dynamic Deep Prompt Optimization for Defending Against Jailbreak Attacks on LLMs

  Doniyorkhon Obidov, Honggang Yu, Xiaolong Guo, Kaichen Yang

  35742-35750

  2026-03-14

• Joint-GCG: Unified Gradient-Based Poisoning Attacks on Retrieval-Augmented Generation Systems

  Haowei Wang, Rupeng Zhang, Junjie Wang, Mingyang Li, Yuekai Huang, Dandan Wang, Qing Wang

  35793-35801

  2026-03-14

• Class-feature Watermark: A Resilient Black-box Watermark Against Model Extraction Attacks

  Yaxin Xiao, Qingqing Ye, Zi Liang, Haoyang Li, RongHua Li, Huadi Zheng, Haibo Hu

  35903-35912

  2026-03-14

• LexChain: Modeling Legal Reasoning Chains for Chinese Tort Case Analysis

  Huiyuan Xie, Chenyang Li, Huining Zhu, Chubin Zhang, Yuxiao Ye, Zhenghao Liu, Zhiyuan Liu

  35913-35921

  2026-03-14

• T2I-RiskyPrompt: A Benchmark for Safety Evaluation, Attack, and Defense on Text-to-Image Model

  Chenyu Zhang, Tairen Zhang, Lanjun Wang, Ruidong Chen, Wenhui Li, Anan Liu

  36039-36047

  2026-03-14

• Towards Provably Unlearnable Examples via Bayes Error Optimization

  Ruihan Zhang, Jun Sun, Ee-Peng Lim, Peixin Zhang

  36066-36074

  2026-03-14

• Consensus Learning with Multi-Party Perturbation Triggers for Secure Model Access

  Yizhun Zhang, Jie Huang, Zeping Zhang, Shuaishuai Zhang, Changhao Ding, Xuan Chen

  36084-36091

  2026-03-14

• CABTO: Context-Aware Behavior Tree Grounding for Robot Manipulation

  Yishuai Cai, Xinglin Chen, Yunxin Mao, Kun Hu, Minglong Li

  36180-36188

  2026-03-14

• Breaking Model Lock-in: Cost-Efficient Zero-Shot LLM Routing via a Universal Latent Space

  Cheng Yan, Wuyang Zhang, Zhiyuan Ning, Fan Xu, Ziyang Tao, Lu Zhang, Bing Yin, Yanyong Zhang

  36483-36490

  2026-03-14

• Selective Weak-to-Strong Generalization

  Hao Lang, Fei Huang, Yongbin Li

  37556-37564

  2026-03-14

• Targeting Misalignment: A Conflict-Aware Framework for Reward-Model-based LLM Alignment

  Zixuan Liu, Siavash H. Khajavi, Guangkai Jiang, Xinru Liu

  37692-37700

  2026-03-14

• Benchmarking Trustworthiness in Multimodal LLMs for Video Understanding

  Youze Wang, Zijun Chen, Ruoyu Chen, Shishen Gu, Wenbo Hu, Jiayang Liu, Yinpeng Dong, Hang Su, Jun Zhu, Meng Wang, Richang Hong

  37979-37987

  2026-03-14

• AlignSurvey: A Comprehensive Benchmark for Human Preferences Alignment in Social Surveys

  Chenxi Lin, Weikang Yuan, Zhuoren Jiang, Biao Huang, Ruitao Zhang, Jianan Ge, Yueqian Xu, Jianxing Yu

  38908-38916

  2026-03-14

• A Benchmark Dataset for Spatially Aligned Road Damage Assessment in Small Uncrewed Aerial Systems Disaster Imagery

  Thomas Manzini, Priyankari Perali, Raisa Karnik, Robin R. Murphy

  39016-39024

  2026-03-14

• Should You Use LLMs to Simulate Opinions? Quality Checks for Early-Stage Deliberation

  Terrence Neumann, Maria De-Arteaga, Sina Fazelpour

  39070-39079

  2026-03-14

• LLM Targeted Underperformance Disproportionately Impacts Vulnerable Users

  Elinor Poole-Dayan, Deb Roy, Jad Kabbara

  39116-39124

  2026-03-14