AAAI2025 Accepted Papers（二）

Paper ID	Title	Author(s)
5	JailPO: A Novel Black-box Jailbreak Framework via Preference Optimization against Aligned LLMs	Hongyi Li, Jiawei Ye, Wu Jie, Tianjie Yan, 王楚, Zhixin Li
8	Verification of Neural Networks against Convolutional Perturbations via Parameterised Kernels	Benedikt Brückner, Alessio Lomuscio
9	Evaluate with the Inverse: Efficient Approximation of Latent Explanation Quality Distribution	Carlos Eiras-Franco, Anna Hedström, Marina MC Höhne
15	SafetyPrompts: a Systematic Review of Open Datasets for Evaluating and Improving Large Language Model Safety	Paul Röttger, Fabio Pernisi, Bertie Vidgen, Dirk Hovy
18	Is poisoning a real threat to DPO? Maybe more so than you think	Pankayaraj Pathmanathan, Souradip Chakraborty, Xiangyu Liu, Yongyuan Liang, Furong Huang
42	IBAS:Imperceptible Backdoor Attacks in Split Learning with Limited Information	peng xi, Shaoliang Peng, Wenjuan Tang
51	On the Consideration of AI Openness: Can Good Intent Be Abused?	Yeeun Kim, Hyunseo Shin, Eunkyung Choi, Hongseok Oh, Hyunjun Kim, Wonseok Hwang
58	Partial Identifiability in Inverse Reinforcement Learning For Agents With Non-Exponential Discounting	Joar Max Viktor Skalse, Alessandro Abate
61	Risk Controlled Image Retrieval	Kaiwen Cai, Chris Xiaoxuan Lu, Xingyu Zhao, Wei Huang, Xiaowei Huang
66	Do Transformer Interpretability Methods Transfer to RNNs?	Gonçalo Santos Paulo, Thomas Marshall, Nora Belrose
81	Aligning Large Language Models for Faithful Integrity against Opposing Argument	Yong Zhao, Yang Deng, See-Kiong Ng, TatSeng Chua
87	Single Character Perturbations Break LLM Alignment	Leon Lin, Hannah Brown, Kenji Kawaguchi, Michael Shieh
96	ME: Modelling Ethical Values for Value Alignment	Eryn Rigley, Adriane Chapman, Christine Evers, Will McNeill
100	Enhance Modality Robustness in Text-Centric Multimodal Alignment with Adversarial Prompting	Yun-Da Tsai, Ting-Yu Yen, Keng-Te Liao, Shou-De Lin
108	ChatBug: A Common Vulnerability of Aligned LLMs Induced by Chat Templates	Fengqing Jiang, Zhangchen Xu, Luyao Niu, Bill Yuchen Lin, Radha Poovendran
109	UFID: A Unified Framework for Black-box Input-level Backdoor Detection on Diffusion Models	Zihan Guan, Mengxuan Hu, Sheng Li, Anil Kumar Vullikanti
113	SMLE: Safe Machine Learning via Embedded Overapproximation	Matteo Francobaldi, Michele Lombardi
119	Increased Compute Efficiency and the Diffusion of AI Capabilities	Konstantin Friedemann Pilz, Lennart Heim, Nicholas Brown
133	Searching for Unfairness in Algorithms’ Outputs: Novel Tests and Insights	Ian Davidson, S. S. Ravi
140	Retention Score: Quantifying Jailbreak Risks for Vision Language Models	ZAITANG LI, Pin-Yu Chen, Tsung-Yi Ho
144	Scaling Laws for Data Poisoning in LLMs	Dillon Bowen, Brendan Murphy, Will Cai, David Khachaturov, Adam Gleave, Kellin Pelrine
166	Data with High and Consistent Preference Difference Are Better for Reward Model	Qi Lin, Hengtong Lu, Caixia Yuan, Xiaojie Wang, Huixing Jiang, Chen Wei
168	Neurons to Words: A Novel Method for Automated Neural Network Interpretability and Alignment	Lukas-Santo Puglisi, Fabio Valdés, Jakob Johannes Metzger
171	Stream Aligner: Efficient Sentence-Level Alignment via Distribution Induction	Hantao Lou, Jiaming Ji, Kaile Wang, Yaodong Yang
173	Strong Empowered and Aligned Weak Mastered Annotation for Weak-to-Strong Generalization	Yongqi Li, Xin Miao, Mayi Xu, Tieyun Qian
189	Dynamic Algorithm Termination for Branch-and-Bound-based Neural Network Verification	Konstantin Kaulen, Matthias König, Holger Hoos
196	Towards a Theory of AI Personhood	Francis Rhys Ward
198	$\text{MMJ-Bench}$: A Comprehensive Study on Jailbreak Attacks and Defenses for Vision Language Models	Fenghua Weng, Yue Xu, Chengyan Fu, Wenjie Wang
199	Sequential Decision Making in Stochastic Games with Incomplete Preferences over Temporal Objectives	Abhishek Ninad Kulkarni, Jie Fu, ufuk topcu
213	CALM: Curiosity-Driven Auditing for Large Language Models	Xiang Zheng, Longxiang WANG, Yi Liu, Xingjun Ma, Chao Shen, Cong Wang
215	Bias Unveiled: Investigating Social Bias in LLM-Generated Code	Lin Ling, Fazle Rabbi, Song Wang, Jinqiu Yang
221	SafeInfer: Context Adaptive Decoding Time Safety Alignment for Large Language Models	Somnath Banerjee, Sayan Layek, Soham Tripathy, Shanu Kumar, Animesh Mukherjee, Rima Hazra
222	Align-Pro: A Principled Approach to Prompt Optimization for LLM Alignment	Prashant Trivedi, Souradip Chakraborty, Avinash Reddy, Vaneet Aggarwal, Amrit Singh Bedi, George K. Atia
229	Maximizing Signal in Human-Model Preference Alignment	Margaret Kroll, Kelsey Kraus
245	Robust Multi-Objective Preference Alignment with Online DPO	Raghav Gupta, Ryan Sullivan, Yunxuan Li, Samrat Phatale, Abhinav Rastogi
246	Reinforcement Learning Platform for Adversarial Black-box Attacks with Custom Distortion Filters	Soumyendu Sarkar, Ashwin Ramesh Babu, Sajad Mousavi, Vineet Gundecha, Sahand Ghorbanpour, Avisek Naug, Ricardo Luna Gutierrez, Antonio Guillen, Desik Rengarajan
250	DR-Encoder: Encode Low-rank Gradients with Random Prior for Large Language Models Differentially Privately	Huiwen Wu, Deyi Zhang, Xiaohan Li, Xiaogang Xu, Jiafei Wu, Zhe Liu
260	Quantifying Misalignment Between Agents	Aidan Kierans, Avijit Ghosh, Hananel Hazan, Shiri Dori-Hacohen
266	MAPLE: A Framework for Active Preference Learning Guided by Large Language Models	Saaduddin Mahmud, Mason Nakamura, Shlomo Zilberstein
267	Is Your Autonomous Vehicle Safe? Understanding the Threat of Electromagnetic Signal Injection Attacks	Wenhao Liao, Sineng Yan, Youqian Zhang, Xinwei Zhai, Yuanyuan Wang, Eugene Fu
268	Retrieving Versus Understanding Extractive Evidence in Few-Shot Learning	Karl Elbakian, Samuel Carton
272	Political Bias Prediction Models Focus on Source Cues, Not Semantics	Selin Chun, Daejin Choi, Taekyoung Kwon
280	Legend: Leveraging Representation Engineering to Annotate Safety Margin for Preference Datasets	Duanyu Feng, Bowen Qin, Chen Huang, Youcheng Huang, Zheng Zhang, Wenqiang Lei
281	Sequential Preference Optimization: Multi-Dimensional Preference Alignment With Implicit Reward Modeling	Xingzhou Lou, Junge Zhang, Jian Xie, lifeng Liu, Dong Yan, Kaiqi Huang
282	AI Emergency Preparedness: Examining the federal government’s ability to detect and respond to AI-related national security threats	Akash Wasil, Everett Thornton Smith, Corin Katzke, Justin Bullock
294	In Search of Trees: Decision-Tree Policy Synthesis for Black-Box Systems via Search	Emir Demirović, Christian Schilling, Anna Lukina
328	Generalizing Alignment Paradigm of Text-to-Image Generation with Preferences through $f$-divergence Minimization	Haoyuan Sun, Bo Xia, Yongzhe Chang, Xueqian Wang