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Workshop

AI Heard That! ICML 2025 Workshop on Machine Learning for Audio

Alice Baird ⋅ Sander Dieleman ⋅ Chris Donahue ⋅ Brian Kulis ⋅ David Liu ⋅ Rachel Manzelli ⋅ Shrikanth Narayanan
Project Page [ OpenReview] 

Abstract

Video

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Schedule

Timezone: Asia/Seoul
1:00 AM
Opening Remarks
2:10 AM
BLAB: Brutally Long Audio Bench
Orevaoghene M Ahia ⋅ Martijn Bartelds ⋅ KABIR AHUJA ⋅ Hila Gonen ⋅ Valentin Hofmann ⋅ Siddhant Arora ⋅ Stella Li ⋅ Vishal Puttagunta ⋅ Mofetoluwa Adeyemi ⋅ Charishma Buchireddy ⋅ Ben Walls ⋅ Noah Bennett ⋅ Shinji Watanabe ⋅ Noah Smith ⋅ Yulia Tsvetkov ⋅ Sachin Kumar
2:30 AM
KAD: No More FAD! An Effective and Efficient Evaluation Metric for Audio Generation
Yoonjin Chung ⋅ Pilsun Eu ⋅ Junwon Lee ⋅ Keunwoo Choi ⋅ Juhan Nam ⋅ Ben Sangbae Chon
2:50 AM
Coffee Break
4:20 AM
Lunch
8:00 AM
MMMG: A Comprehensive and Reliable Evaluation Suite for Multitask Multimodal Generation
Jihan Yao ⋅ Yushi Hu ⋅ Yujie Yi ⋅ Bin Han ⋅ Shangbin Feng ⋅ Guang Yang ⋅ Bingbing Wen ⋅ Ranjay Krishna ⋅ Lucy Lu Wang ⋅ Yulia Tsvetkov ⋅ Noah Smith ⋅ Banghua Zhu
8:20 AM
Koel-TTS: Enhancing LLM based Speech Generation with Preference Alignment and Classifier Free Guidance
Shehzeen Hussain ⋅ Paarth Neekhara ⋅ Xuesong Yang ⋅ Edresson Casanova ⋅ Subhankar Ghosh ⋅ Roy Fejgin ⋅ Mikyas Desta ⋅ Rafael Valle ⋅ Jason Li
8:40 AM
Large-Scale Training Data Attribution for Music Generative Models via Unlearning
Woosung Choi ⋅ Junghyun (Tony) Koo ⋅ Kin Wai Cheuk ⋅ Joan Serrà ⋅ Marco Martínez-Ramírez ⋅ Yukara Ikemiya ⋅ Naoki Murata ⋅ Yuhta Takida ⋅ WeiHsiang Liao ⋅ Yuki Mitsufuji
UmbraTTS: Adapting Text-to-Speech to Environmental Contexts with Flow Matching
Neta Glazer ⋅ Aviv Navon ⋅ yael segal ⋅ Aviv Shamsian ⋅ Hilit Segev ⋅ Asaf Buchnick ⋅ Menachem Pirchi ⋅ Gil Hetz ⋅ Joseph Keshet
Score Distillation Sampling for Audio: Source Separation, Synthesis, and Beyond
Jessie Richter-Powell ⋅ Antonio Torralba ⋅ Jonathan Lorraine
SpeechPrune: Context-aware Token Pruning for Speech Information Retrieval
Yueqian Lin ⋅ Yuzhe Fu ⋅ Jingyang Zhang ⋅ Yudong Liu ⋅ Jianyi Zhang ⋅ Jingwei Sun ⋅ Hai Li ⋅ Yiran Chen
Audio-Visual Speech Separation via Bottleneck Iterative Network
Sidong Zhang ⋅ Shiv Shankar ⋅ Trang Nguyen ⋅ Andrea Fanelli ⋅ Madalina Fiterau
Fine-tuning Speech Models on Brain Responses Strengthens Semantic Content
Nishitha Vattikonda ⋅ Aditya Vaidya ⋅ Richard Antonello ⋅ Alexander Huth
Early Attentive Sparsification Accelerates Neural Speech Transcription
Zifei Xu ⋅ Sayeh Sharify ⋅ Hesham Mostafa ⋅ Tristan Webb ⋅ Wanzin Yazar ⋅ Xin Wang
Unsupervised Multi-channel Speech Dereverberation via Diffusion
Yulun Wu ⋅ Zhongweiyang Xu ⋅ Jianchong Chen ⋅ Zhong-Qiu Wang ⋅ Romit Roy Choudhury
The Sound of Syntax: Finetuning and Comprehensive Evaluation of Language Models for Speech Pathology
Fagun Patel ⋅ Duc Nguyen ⋅ Sang Truong ⋅ Jody Vaynshtok ⋅ Sanmi Koyejo ⋅ Nick Haber
WildFX: A DAW-Powered Pipeline for In-the-Wild Audio FX Graph Modeling
Qihui Yang ⋅ Taylor Berg-Kirkpatrick ⋅ Julian McAuley ⋅ Zachary Novack
ALAS: Measuring Latent Speech-Text Alignment For Spoken Language Understanding In Multimodal LLMs
Pooneh Mousavi ⋅ Yingzhi Wang ⋅ Mirco Ravanelli ⋅ Cem Subakan
Broadband Ground Motion Synthesis by Diffusion Model with Minimal Condition
Jaehyuk Lee ⋅ Jaeheun Jung ⋅ Yeajin Lee ⋅ ChangHae Jung ⋅ Donghun Lee
Visual and Aural Explanations for Transformer-Based Deepfake Detection
Georgia Channing ⋅ Juil Sock ⋅ Phil Torr ⋅ Christian Schroeder de Witt
Koel-TTS: Enhancing LLM based Speech Generation with Preference Alignment and Classifier Free Guidance
Shehzeen Hussain ⋅ Paarth Neekhara ⋅ Xuesong Yang ⋅ Edresson Casanova ⋅ Subhankar Ghosh ⋅ Roy Fejgin ⋅ Mikyas Desta ⋅ Rafael Valle ⋅ Jason Li
Large-Scale Training Data Attribution for Music Generative Models via Unlearning
Woosung Choi ⋅ Junghyun (Tony) Koo ⋅ Kin Wai Cheuk ⋅ Joan Serrà ⋅ Marco Martínez-Ramírez ⋅ Yukara Ikemiya ⋅ Naoki Murata ⋅ Yuhta Takida ⋅ WeiHsiang Liao ⋅ Yuki Mitsufuji
MMMG: A Comprehensive and Reliable Evaluation Suite for Multitask Multimodal Generation
Jihan Yao ⋅ Yushi Hu ⋅ Yujie Yi ⋅ Bin Han ⋅ Shangbin Feng ⋅ Guang Yang ⋅ Bingbing Wen ⋅ Ranjay Krishna ⋅ Lucy Lu Wang ⋅ Yulia Tsvetkov ⋅ Noah Smith ⋅ Banghua Zhu
KAD: No More FAD! An Effective and Efficient Evaluation Metric for Audio Generation
Yoonjin Chung ⋅ Pilsun Eu ⋅ Junwon Lee ⋅ Keunwoo Choi ⋅ Juhan Nam ⋅ Ben Sangbae Chon
BLAB: Brutally Long Audio Bench
Orevaoghene M Ahia ⋅ Martijn Bartelds ⋅ KABIR AHUJA ⋅ Hila Gonen ⋅ Valentin Hofmann ⋅ Siddhant Arora ⋅ Stella Li ⋅ Vishal Puttagunta ⋅ Mofetoluwa Adeyemi ⋅ Charishma Buchireddy ⋅ Ben Walls ⋅ Noah Bennett ⋅ Shinji Watanabe ⋅ Noah Smith ⋅ Yulia Tsvetkov ⋅ Sachin Kumar