Keynote Speakers
Panelists
Workshop Program
Morning Session (9:00 – 10:30 AM)
9:00 – 9:05 — Opening Remarks
9:05 – 10:00 — Keynote Speech "AI for Creators: Advancing Creativity with Protection"
Speaker: Yuki Mitsufuji
10:00 – 10:30 — Paper Session 1: Attacks & Auditing
Chair: Fnu Suya
Mental Damage: Caption Poisoning Attacks on Retrieval-Augmented Text-to-Music Generation
Yizhu Wen (University of Hawaii at Manoa), Shuhao Zhang (Clemson University), Nan Zhang (Michigan State University), Long Cheng (Clemson University), Hanqing Guo (University of Hawaiʻi at Mānoa)
Auditing Training Data in Generative Music Models via Black-Box Membership Inference
Yi Chen Liu (University of Georgia), Jiawei Yu (University of Georgia), Kexin Cao (Independent Researcher), Syed Irfan Ali Meerza (University of Tennessee, Knoxville), Trishika Movva (University of Georgia), Jian Liu (University of Georgia)
10:30 – 11:00 AM — Break
Morning Session (cont.) (11:00 AM – 12:00 PM)
11:00 – 12:00 — Keynote Speech "Research on the Front Lines: between academia and advocacy"
Speaker: Ben Y. Zhao
12:00 – 1:15 PM — Lunch
Afternoon Session (1:15 – 2:45 PM)
1:15 – 2:15 — Panel Discussion
Theme: Beyond the Ivory Tower: Academic-Artist Collaborations to Build a Safer World
Panelists: Sarah Andersen, Karla Ortiz, Howie Singer, Ning Zhang, Ben Y. Zhao
Moderator: Emily Wenger
2:15 – 2:45 — Post Panel Discussion
2:45 – 3:15 PM — Break
Afternoon Session (cont.) (3:15 – 4:45 PM)
3:15 – 4:10 — Keynote Speech "Securing Human Expression in Voice: A Systems Perspective on Proactive AI Defense"
Speaker: Ning Zhang
4:10 – 4:40 — Paper Session 2: Watermarking & Robustness
Chair: Jian Liu
FLEXMark: Evaluating Watermark Robustness and Attribution Reliability Under Redistribution and Adaptive AI Laundering
Natalia Ellen (National College of Ireland), Furqan Rustam (University College Dublin), Anca Delia Jurcut (University College Dublin)
RD-PHash: A Robustness Enhancement for DCT-Based Perceptual Hashing against Adversarial Bit-Flipping Attacks
Nan Jiang (National University of Singapore), Bangjie Sun (National University of Singapore), Nayoung Kim (KAIST), Terence Sim (National University of Singapore), Jun Han (KAIST)