ICML 2025 Workshop DIG-BUG Submissions

Model-based Large Language Model Customization as Service
Zhaomin Wu, Jizhou Guo, Junyi Hou, Bingsheng He, Lixin Fan, Qiang Yang
- Published: 10 Jun 2025, Last Modified: 13 Jul 2025
- DIG-BUG Long
- Readers: Everyone
Firm Foundations for Membership Inference Attacks Against Large Language Models
Jeffrey George Wang, Jason Wang, Marvin Li, Seth Neel
- Published: 10 Jun 2025, Last Modified: 13 Jul 2025
- DIG-BUG Short
- Readers: Everyone
RN-F: A Novel Approach for Mitigating Contaminated Data in Large Language Models
Le Vu Anh, Dinh Duc Nha Nguyen, Phi Long Nguyen, Keshav Sood
- Published: 10 Jun 2025, Last Modified: 13 Jul 2025
- DIG-BUG Long
- Readers: Everyone
Generalizing Trust: Weak-to-Strong Trustworthiness in Language Models
Lillian Sun, Martin Pawelczyk, Zhenting Qi, Aounon Kumar, Himabindu Lakkaraju
- Published: 10 Jun 2025, Last Modified: 13 Jul 2025
- DIG-BUG Long
- Readers: Everyone
Diversity Boosts AI-Generated Text Detection
Advik Raj Basani, Pin-Yu Chen
- Published: 10 Jun 2025, Last Modified: 13 Jul 2025
- DIG-BUG Short
- Readers: Everyone
Lookahead Bias in Pretrained Language Models
Suproteem K Sarkar, Keyon Vafa
- Published: 10 Jun 2025, Last Modified: 13 Jul 2025
- DIG-BUG Short
- Readers: Everyone
Training Diffusion Models with Noisy Data via SFBD Flow
Haoye Lu, Darren Lo, Yaoliang Yu
- Published: 10 Jun 2025, Last Modified: 13 Jul 2025
- DIG-BUG Oral
- Readers: Everyone
Cascading Adversarial Bias from Injection to Distillation in Language Models
Harsh Chaudhari, Jamie Hayes, Matthew Jagielski, Ilia Shumailov, Milad Nasr, Alina Oprea
- Published: 10 Jun 2025, Last Modified: 13 Jul 2025
- DIG-BUG Long
- Readers: Everyone
MAD-MAX: Modular And Diverse Malicious Attack MiXtures for Automated LLM Red Teaming
Stefan Schoepf, Muhammad Zaid Hameed, Ambrish Rawat, Kieran Fraser, Giulio Zizzo, Giandomenico Cornacchia, Mark Purcell
- Published: 10 Jun 2025, Last Modified: 13 Jul 2025
- DIG-BUG Long
- Readers: Everyone
In-Context Bias Propagation in LLM-Based Tabular Data Generation
Pol G. Recasens, Alberto Gutierrez-Torre, Jordi Torres, Josep Lluis Berral, Anisa Halimi, Kieran Fraser
- Published: 10 Jun 2025, Last Modified: 13 Jul 2025
- DIG-BUG Long
- Readers: Everyone
Data Cartography for Detecting Memorization Hotspots and Guiding Data Interventions in Generative Models
Laksh Patel, Neel N Shanbhag
- Published: 10 Jun 2025, Last Modified: 13 Jul 2025
- DIG-BUG Short
- Readers: Everyone
TruthLens: Training-Free Data Verification for Deepfake Images via VQA-style Probing
Ritabrata Chakraborty, Rajatsubhra Chakraborty, Ali Khaleghi Rahimian
- Published: 10 Jun 2025, Last Modified: 13 Jul 2025
- DIG-BUG Short
- Readers: Everyone