NeurIPS 2024 Workshop SafeGenAi Submissions

AI Red Teaming through the Lens of Measurement Theory
Alexandra Chouldechova, A. Feder Cooper, Abhinav Palia, Dan Vann, Chad Atalla, Hannah Washington, Emily Sheng, Hanna Wallach
- Published: 12 Oct 2024, Last Modified: 26 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Measuring Steerability in Large Language Models
Trenton Chang, Jenna Wiens, Tobias Schnabel, Adith Swaminathan
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Can Safety Fine-Tuning Be More Principled? Lessons Learned from Cybersecurity
David Williams-King, Linh Le, Adam Oberman, Yoshua Bengio
- Published: 12 Oct 2024, Last Modified: 21 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Model Editing as a Robust and Denoised variant of DPO: A Case Study on Toxicity
Rheeya Uppaal, Apratim Dey, Yiting He, Yiqiao Zhong, Junjie Hu
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
MU-Bench: A Multitask Multimodal Benchmark for Machine Unlearning
Jiali Cheng, Hadi Amiri
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Is What You Ask For What You Get? Investigating Concept Associations in Text-to-Image Models
Salma Abdel Magid, Weiwei Pan, Simon Warchol, Grace Guo, Junsik Kim, Wanhua Li, Mahia Rahman, Hanspeter Pfister
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
IncogniText: Privacy-enhancing Conditional Text Anonymization via LLM-based Private Attribute Randomization
Ahmed Frikha, Nassim Walha, Krishna Kanth Nakka, Ricardo Mendes, Xue Jiang, Xuebing Zhou
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Integrating Object Detection Modality into Visual Language Model for Enhanced Autonomous Driving Agent
Linfeng He, Yiming Sun, Sihao Wu, Jiaxu Liu, Xiaowei Huang
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
MMed-RAG: Versatile Multimodal RAG System for Medical Vision Language Models
Peng Xia, Kangyu Zhu, Haoran Li, Tianze Wang, Weijia Shi, Sheng Wang, Linjun Zhang, James Zou, Huaxiu Yao
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
INVESTIGATING ANNOTATOR BIAS IN LARGE LANGUAGE MODELS FOR HATE SPEECH DETECTION
Amit Das, Zheng Zhang, Najib Hasan, Souvika Sarkar, Fatemeh Jamshidi, Tathagata Bhattacharya, Mostafa Rahgouy, Nilanjana Raychawdhary, Dongji Feng, Vinija Jain, Aman Chadha, Mary Sandage, Lauramarie Pope, Gerry Dozier, Cheryl Seals
- Published: 12 Oct 2024, Last Modified: 20 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Fine-Tuning Large Language Models to Appropriately Abstain with Semantic Entropy
Benedict Aaron Tjandra, Muhammed Razzak, Jannik Kossen, Kunal Handa, Yarin Gal
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Semantic Membership Inference Attack against Large Language Models
Hamid Mozaffari, Virendra Marathe
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Memorization Detection Benchmark for Generative Image models
Marc Molina, Felice Burn
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Datasets for Navigating Sensitive Topics in Peference Data and Recommendations
Amelia Kovacs, Jerry Chee, Sarah Dean
- Published: 12 Oct 2024, Last Modified: 20 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Gaussian Splatting Under Attack: Investigating Adversarial Noise in 3D Objects
Abdurrahman Zeybey, Mehmet Ergezer, Tommy Nguyen
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Hallucination Detox: Sensitive Neuron Dropout (SeND) for Large Language Model Training
Shahrad Mohammadzadeh, Juan David Guerra, Marco Bonizzato, Reihaneh Rabbany, Golnoosh Farnadi
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
The effect of fine-tuning on language model toxicity
Will Hawkins, Brent Mittelstadt, Chris Russell
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Oral
- Readers: Everyone
Addressing Uncertainty in LLMs to Enhance Reliability in Generative AI
Ramneet Kaur, Colin Samplawski, Adam D. Cobb, Anirban Roy, Brian Matejek, Manoj Acharya, Daniel Elenius, Alexander Michael Berenbeim, John A. Pavlik, Nathaniel D. Bastian, Susmit Jha
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Mitigating Object Hallucination in Large Vision-Language Models via Image-Grounded Guidance
Linxi Zhao, Yihe Deng, Weitong Zhang, Quanquan Gu
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Simulation System Towards Solving Societal-Scale Manipulation
Maximilian Puelma Touzel, Sneheel Sarangi, Austin Welch, Gayatri K, Dan Zhao, Zachary Yang, Hao Yu, Tom Gibbs, Ethan Kosak-Hine, Andreea Musulan, Camille Thibault, Busra Tugce Gurbuz, Reihaneh Rabbany, Jean-François Godbout, Kellin Pelrine
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
MED: Exploring LLM Memorization of Encrypted Data
Panagiotis Christodoulou, Giulio Zizzo, Sergio Maffeis
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Waste Not, Want Not; Recycled Gumbel Noise Improves Consistency in Natural Language Generation
Damien De Mijolla, Hannan Saddiq, Kim Moore
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
Refusal Tokens: A Simple Way to Calibrate Refusals in Large Language Models
Neel Jain, Aditya Shrivastava, Chenyang Zhu, Daben Liu, Alfy Samuel, Ashwinee Panda, Anoop Kumar, Micah Goldblum, Tom Goldstein
- Published: 12 Oct 2024, Last Modified: 22 Nov 2024
- SafeGenAi Poster
- Readers: Everyone
GuardFormer: Guardrail Instruction Pretraining for Efficient SafeGuarding
James O' Neill, Santhosh Subramanian, Eric Lin, Abishek Satish, Vaikkunth Mugunthan
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Oral
- Readers: Everyone
Extracting Unlearned Information from LLMs with Activation Steering
Atakan Seyitoğlu, Aleksei Kuvshinov, Leo Schwinn, Stephan Günnemann
- Published: 12 Oct 2024, Last Modified: 14 Nov 2024
- SafeGenAi Poster
- Readers: Everyone