Papers
Uncovering and Aligning Anomalous Attention Heads to Defend Against NLP Backdoor Attacks
Haotian Jin, Yang Li, Haihui Fan et al.
TAPO: Dynamic Teacher and Perturbed Answer Injection for Policy Optimization
Maowei Jiang, Zihang Wang, Qi Wang et al.
Silenced Biases: The Dark Side LLMs Learned to Refuse
Rom Himelstein, Amit LeVi, Brit Youngmann et al.
Unintended Misalignment from Agentic Fine-Tuning: Risks and Mitigation
Dongyoon Hahm, Taywon Min, Woogyeol Jin et al.
Resolving Predictive Multiplicity for the Rashomon Set
Parian Haghighat, Hadis Anahideh, Cynthia Rudin
Identifying Features Associated with Bias Against 93 Stigmatized Groups in Language Models and Guardrail Model Safety Mitigation
Anna-Maria Gueorguieva, Aylin Caliskan
AlignTree: Efficient Defense Against LLM Jailbreak Attacks
Gil Goren, Shahar Katz, Lior Wolf
Beyond Transcription: Mechanistic Interpretability in ASR
Neta Glazer, Yael Segal-Feldman, Hilit Segev et al.
EssayBench: Evaluating Large Language Models in Multi-Genre Chinese Essay Writing
Fan Gao, Dongyuan Li, Ding Xia et al.
SMiLE: Provably Enforcing Global Relational Properties in Neural Networks
Matteo Francobaldi, Michele Lombardi, Andrea Lodi
The Alignment Game: A Theory of Long-Horizon Alignment Through Recursive Curation
Ali Falahati, Mohammad Mohammadi Amiri, Kate Larson et al.
Aligning Attention with Human Rationales for Self-Explaining Hate Speech Detection
Brage Eilertsen, Røskva Bjørgfinsdóttir, Francielle Vargas et al.
ACID Test: A Benchmark for Cultural Safety and Alignment in LALMs
Bikash Dutta, Adit Jain, Rishabh Ranjan et al.
Democratizing Diplomacy: A Harness for Evaluating Any Large Language Model on Full-Press Diplomacy
Alexander Duffy, Samuel J Paech, Ishana Shastri et al.
AMaPO: Adaptive Margin-attached Preference Optimization for Language Model Alignment
Ruibo Deng, Duanyu Feng, Wenqiang Lei
Resilience in Ambient Multi-Agent LLMs via Decentralized Bio-Autonomic Control and Immune-Inspired Anomaly Detection
Nastaran Darabi, Devashri Naik, Sina Tayebati et al.
A Multi-Agent Conversational Bandit Approach to Online Evaluation and Selection of User-Aligned LLM Responses
Xiangxiang Dai, Yuejin Xie, Maoli Liu et al.
TWINFUZZ: Dual-Model Fuzzing for Robustness Generalization in Deep Learning
Enze Dai, Wentao Mo, Kun Hu et al.
MegaCoin: Enhancing Medium-Grained Color Perception for Vision-Language Models
Ming-Chang Chiu, Shicheng Wen, Pin-Yu Chen et al.
Deep Hidden Cognition Facilitates Reliable Chain-of-Thought Reasoning
Zijun Chen, Wenbo Hu, Richang Hong
Preference Optimization via Contrastive Divergence: Your Policy Is Secretly an NLL Estimator
Zhuotong Chen, Fang Liu, Xuan Zhu et al.
On the Exponential Convergence for Offline RLHF with Pairwise Comparisons
Zhirui Chen, Vincent Y. F. Tan
MetaCipher: A Time-Persistent and Universal Multi-Agent Framework for Cipher-Based Jailbreak Attacks for LLMs
Boyuan Chen, Minghao Shao, Abdul Basit et al.
A Course Correction in Steerability Evaluation: Revealing Miscalibration and Side Effects in LLMs
Trenton Chang, Tobias Schnabel, Adith Swaminathan et al.
ALPHA: Action-Based Learning for Pluralistic Human Alignment in Large Language Models
Aanisha Bhattacharyya, Susmit Agrawal, Yaman Kumar Singla et al.