Papers
WebInject: Prompt Injection Attack to Web Agents
Xilong Wang, John Bloch, Zedian Shao et al.
Direct Judgement Preference Optimization
PeiFeng Wang, Austin Xu, Yilun Zhou et al.
Transferable Direct Prompt Injection via Activation-Guided MCMC Sampling
Minghui Li, Hao Zhang, Yechao Zhang et al.
TurnaboutLLM: A Deductive Reasoning Benchmark from Detective Games
Yuan Yuan, Muyu He, Muhammad Adil Shahid et al.
Foot-In-The-Door: A Multi-turn Jailbreak for LLMs
Zixuan Weng, Xiaolong Jin, Jinyuan Jia et al.
Router-Tuning: A Simple and Effective Approach for Dynamic Depth
Shwai He, Tao Ge, Guoheng Sun et al.
Video Compression Commander: Plug-and-Play Inference Acceleration for Video Large Language Models
Xuyang Liu, Yiyu Wang, Junpeng Ma et al.
Cache-of-Thought: Master-Apprentice Framework for Cost-Effective Vision Language Model Reasoning
Mingyuan Wu, Jize Jiang, Haozhen Zheng et al.
RAVEN: Query-Guided Representation Alignment for Question Answering over Audio, Video, Embedded Sensors, and Natural Language
Subrata Biswas, Mohammad Nur Hossain Khan, Bashima Islam
Unstructured Evidence Attribution for Long Context Query Focused Summarization
Dustin Wright, Zain Muhammad Mujahid, Lu Wang et al.
We Politely Insist: Your LLM Must Learn the Persian Art of Taarof
Nikta Gohari Sadr, Sahar Heidariasl, Karine Megerdoomian et al.
SwarmAgentic: Towards Fully Automated Agentic System Generation via Swarm Intelligence
Yao Zhang, Chenyang Lin, Shijie Tang et al.
Interpretability Analysis of Arithmetic In-Context Learning in Large Language Models
Gregory Polyakov, Christian Hepting, Carsten Eickhoff et al.
Culture Cartography: Mapping the Landscape of Cultural Knowledge
Caleb Ziems, William Barr Held, Jane Yu et al.
Autoformalization in the Wild: Assessing LLMs on Real-World Mathematical Definitions
Lan Zhang, Marco Valentino, Andre Freitas
CiteBART: Learning to Generate Citations for Local Citation Recommendation
Ege Yiğit Çelik, Selma Tekir
Utility-Focused LLM Annotation for Retrieval and Retrieval-Augmented Generation
Hengran Zhang, Minghao Tang, Keping Bi et al.
Beyond Input Activations: Identifying Influential Latents by Gradient Sparse Autoencoders
Dong Shu, Xuansheng Wu, Haiyan Zhao et al.
Beyond the Surface: Measuring Self-Preference in LLM Judgments
Zhi-Yuan Chen, Hao Wang, Xinyu Zhang et al.
From Schema to State: Zero-Shot Scheme-Only Dialogue State Tracking via Diverse Synthetic Dialogue and Step-by-Step Distillation
Huan Xu, Zequn Li, Wen Tang et al.
CoBia: Constructed Conversations Can Trigger Otherwise Concealed Societal Biases in LLMs
Nafiseh Nikeghbal, Amir Hossein Kargaran, Jana Diesner
Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition
Xuemei Tang, Xufeng Duan, Zhenguang Cai
POINTS-Reader: Distillation-Free Adaptation of Vision-Language Models for Document Conversion
Yuan Liu, Zhongyin Zhao, Le Tian et al.
Persuasion Dynamics in LLMs: Investigating Robustness and Adaptability in Knowledge and Safety with DuET-PD
Bryan Chen Zhengyu Tan, Daniel Wai Kit Chin, Zhengyuan Liu et al.
NL-Debugging: Exploiting Natural Language as an Intermediate Representation for Code Debugging
Weiming Zhang, Qingyao Li, Xinyi Dai et al.