NeurIPS 2024 Workshop SafeGenAi Submissions

Mitigating Hallucinations in LVLMs via Summary-Guided Decoding
Kyungmin Min, Minbeom Kim, Kang-il Lee, Dongryeol Lee, Kyomin Jung
- Published: 12 Oct 2024, Last Modified: 06 Dec 2024
- SafeGenAi Poster
- Readers: Everyone
Adversarial Vulnerabilities in Large Language Models for Time Series Forecasting
Fuqiang Liu, Sicong Jiang, Luis Miranda-Moreno, Seongjin Choi, Lijun Sun
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Model Pairing Using Embedding Translation for Backdoor Attack Detection on Open-Set Classification Tasks
Alexander Unnervik, Hatef Otroshi Shahreza, Anjith George, Sébastien Marcel
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Oral
- Readers: Everyone
Dynamic Negative Guidance of Diffusion Models: Towards Immediate Content Removal
Felix Koulischer, Johannes Deleu, Gabriel Raya, Thomas Demeester, Luca Ambrogioni
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Preserving Safety in Fine-Tuned Large Language Models: A Systematic Evaluation and Mitigation Strategy
Tsung-Huan Yang, Ko-Wei Huang, Yung-Hui Li, Lun-Wei Ku
- Published: 12 Oct 2024, Last Modified: 20 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
A Probabilistic Generative Method for Safe Physical System Control Problems
Peiyan Hu, Xiaowei Qian, Wenhao Deng, Rui Wang, Haodong Feng, Ruiqi Feng, Tao Zhang, Long Wei, Yue Wang, Zhi-Ming Ma, Tailin Wu
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
LoReUn: Data Itself Implicitly Provides Cues to Improve Machine Unlearning
Xiang Li, Qianli Shen, Haonan Wang, Kenji Kawaguchi
- Published: 12 Oct 2024, Last Modified: 20 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Investigating Implicit Bias in Large Language Models: A Large-Scale Study of Over 50 LLMs
Divyanshu Kumar, Umang Jain, Sahil Agarwal, Prashanth Harshangi
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Stronger Universal and Transfer Attacks by Suppressing Refusals
David Huang, Avidan Shah, Alexandre Araujo, David Wagner, Chawin Sitawarin
- Published: 12 Oct 2024, Last Modified: 10 Dec 2024
- SafeGenAi Poster
- Readers: Everyone
Does Safety Training of LLMs Generalize to Semantically Related Natural Prompts?
Sravanti Addepalli, Yerram Varun, Arun Suggala, Karthikeyan Shanmugam, Prateek Jain
- Published: 12 Oct 2024, Last Modified: 22 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Variational Diffusion Unlearning: a variational inference framework for unlearning in diffusion models
Subhodip Panda, Varun M S, Shreyans Jain, Sarthak Kumar Maharana, Prathosh AP
- Published: 12 Oct 2024, Last Modified: 31 Jan 2025
- SafeGenAi Poster
- Readers: Everyone
NMT-Obfuscator Attack: Ignore a sentence in translation with only one word
Sahar Sadrizadeh, César Descalzo, Ljiljana Dolamic, Pascal Frossard
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Energy-Based Conceptual Diffusion Model
Yi Qin, Xinyue Xu, Hao Wang, Xiaomeng Li
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Fair Image Generation from Pre-trained Models by Probabilistic Modeling
Mahdi Ahmadi, John Leland, Agneet Chatterjee, YooJung Choi
- Published: 12 Oct 2024, Last Modified: 26 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
How new data pollutes LLM knowledge and how to dilute it
Chen Sun, Renat Aksitov, Andrey Zhmoginov, Nolan Andrew Miller, Max Vladymyrov, Ulrich Rueckert, Been Kim, Mark Sandler
- Published: 12 Oct 2024, Last Modified: 25 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
EchoQA: A Large Collection of Instruction Tuning Data for Echocardiogram Reports
Lama Moukheiber, Mira Moukheiber, Dana Moukheiber, Jae-Woo Ju, Hyung-Chul Lee
- Published: 12 Oct 2024, Last Modified: 05 Feb 2025
- SafeGenAi Poster
- Readers: Everyone
Lexically-constrained automated prompt augmentation: A case study using adversarial T2I data
Jessica Quaye, Alicia Parrish, Oana Inel, Minsuk Kahng, Charvi Rastogi, Hannah Rose Kirk, Jess Tsang, Nathan L Clement, Rafael Mosquera, Juan Manuel Ciro, Vijay Janapa Reddi, Lora Aroyo
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Choose Your Anchor Wisely: Effective Unlearning Diffusion Models via Concept Reconditioning
Jingyu Zhu, Ruiqi Zhang, Licong Lin, Song Mei
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
On Calibration of LLM-based Guard Models for Reliable Content Moderation
Hongfu Liu, Hengguan Huang, Hao Wang, Xiangming Gu, Ye Wang
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Oral
- Readers: Everyone
Debiasing Large Vision-Language Models by Ablating Protected Attribute Representations
Neale Ratzlaff, Matthew Lyle Olson, Musashi Hinck, Shao-Yen Tseng, Vasudev Lal, Phillip Howard
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
The Structural Safety Generalization Problem
Tom Gibbs, Julius Broomfield, George Ingebretsen, Ethan Kosak-Hine, Tia Nasir, Jason Zhang, Reihaneh Iranmanesh, Sara Pieri, Reihaneh Rabbany, Kellin Pelrine
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Cheating Automatic LLM Benchmarks: Null Models Achieve High Win Rates
Xiaosen Zheng, Tianyu Pang, Chao Du, Qian Liu, Jing Jiang, Min Lin
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
AutoDefense: Multi-Agent LLM Defense against Jailbreak Attacks
Yifan Zeng, Yiran Wu, Xiao Zhang, Huazheng Wang, Qingyun Wu
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
INTERPRETABILITY OF LLM DECEPTION: UNIVERSAL MOTIF
Wannan Yang, Gyorgy Buzsaki
- Published: 12 Oct 2024, Last Modified: 26 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Is Your Paper Being Reviewed by an LLM? Investigating AI Text Detectability in Peer Review
Sungduk Yu, Man Luo, Avinash Madasu, Vasudev Lal, Phillip Howard
- Published: 12 Oct 2024, Last Modified: 22 Nov 2024
- SafeGenAi Poster
- Readers: Everyone