ICML 2025 Workshop MUGen Submissions

Reference-Specific Unlearning Metrics Can Hide the Truth: A Reality Check
Sungjun Cho, Dasol Hwang, Frederic Sala, Sangheum Hwang, Kyunghyun Cho, Sungmin Cha
- Published: 11 Jun 2025, Last Modified: 11 Jun 2025
- MUGen @ ICML 2025 Poster
- Readers: Everyone
Selective Knowledge Unlearning via Self-Distillation with Auxiliary Forget-Set Model
Varun Sampath Kumar
- Published: 11 Jun 2025, Last Modified: 11 Jun 2025
- MUGen @ ICML 2025 Poster
- Readers: Everyone
Learning-Time Encoding Shapes Unlearning in LLMs
Ruihan Wu, Konstantin Garov, Kamalika Chaudhuri
- Published: 11 Jun 2025, Last Modified: 11 Jun 2025
- MUGen @ ICML 2025 Poster
- Readers: Everyone
GUARD: Generation-time LLM Unlearning via Adaptive Restriction and Detection
Zhijie Deng, Chris Yuhao Liu, Zirui Pang, Xinlei He, Lei Feng, Qi Xuan, Zhaowei Zhu, Jiaheng Wei
- Published: 11 Jun 2025, Last Modified: 11 Jun 2025
- MUGen @ ICML 2025 Poster
- Readers: Everyone
Do Not Mimic My Voice: Speaker Identity Unlearning for Zero-Shot Text-to-Speech
Taesoo Kim, Jinju Kim, Dong Chan Kim, Jong Hwan Ko, Gyeong-Moon Park
- Published: 11 Jun 2025, Last Modified: 11 Jun 2025
- MUGen @ ICML 2025 Oral
- Readers: Everyone
Breaking Weight Entanglement: Machine Unlearning with Nonlinearity
Yingdan Shi, Ren Wang
- Published: 11 Jun 2025, Last Modified: 11 Jun 2025
- MUGen @ ICML 2025 Poster
- Readers: Everyone
Rethinking Evaluation Metrics for Machine Unlearning
Yingdan Shi, Sijia Liu, Ren Wang
- Published: 11 Jun 2025, Last Modified: 11 Jun 2025
- MUGen @ ICML 2025 Poster
- Readers: Everyone
Erased but Not Forgotten: How Backdoors Compromise Concept Erasure
Jonas Henry Grebe, Tobias Braun, Marcus Rohrbach, Anna Rohrbach
- Published: 11 Jun 2025, Last Modified: 11 Jun 2025
- MUGen @ ICML 2025 Poster
- Readers: Everyone
Beautiful Images, Toxic Words: Understanding and Addressing Offensive Text in Generated Images
Aditya Kumar, Tom Blanchard, Adam Dziedzic, Franziska Boenisch
- Published: 11 Jun 2025, Last Modified: 11 Jun 2025
- MUGen @ ICML 2025 Poster
- Readers: Everyone
Align-then-Unlearn: Embedding Alignment for LLM Unlearning
Philipp Spohn, Leander Girrbach, Jessica Bader, Zeynep Akata
- Published: 11 Jun 2025, Last Modified: 11 Jun 2025
- MUGen @ ICML 2025 Poster
- Readers: Everyone
Distributional Unlearning: Forgetting Distributions, Not Just Samples
Youssef Allouah, Rachid Guerraoui, Sanmi Koyejo
- Published: 11 Jun 2025, Last Modified: 11 Jun 2025
- MUGen @ ICML 2025 Oral
- Readers: Everyone
When to Forget? Complexity Trade-offs in Machine Unlearning
Martin Van Waerebeke, Marco Lorenzi, Giovanni Neglia, Kevin Scaman
- Published: 11 Jun 2025, Last Modified: 11 Jun 2025
- MUGen @ ICML 2025 Poster
- Readers: Everyone