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Workshop Sun, Dec 7, 2025 • 8:00 AM – 5:00 PM PST

Artificial Intelligence for Music: Where Creativity Meets Computation

Hao-Wen Dong ⋅ Zachary Novack ⋅ Yung-Hsiang Lu ⋅ Kristen Yeon-Ji Yun ⋅ Benjamin Chou
Project Page [ OpenReview] 

Abstract

Video

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Schedule

Timezone: America/Los_Angeles
8:00 AM
Opening Remarks
→ The Ghost in the Keys: A Disklavier Demo for Human-AI Musical Co-Creativity
Louis Bradshaw ⋅ Alexander Spangher ⋅ Stella Biderman ⋅ Simon Colton
→ Robust Personalized Human-AI Collaboration with SmartLooper
Sageev Oore ⋅ Finlay Miller ⋅ Chandramouli Shama Sastry ⋅ Sri Harsha Dumpala ⋅ Marvin da Silva ⋅ Daniel Oore ⋅ Scott C. Lowe
→ Soundtrack Retrieval for Film Production
Bill Wang ⋅ Haven Kim ⋅ Leduo Chen ⋅ Minje Kim ⋅ Julian McAuley
→ Generative Multi-modal Feedback for Singing Voice Synthesis Evaluation
Xueyan Li ⋅ Yuxin Wang ⋅ Mengjie Jiang ⋅ Qingzi Zhu ⋅ Jing Zhang ⋅ Zoey Kim ⋅ Yazhe Niu
→ Zero-shot Geometry-Aware Diffusion Guidance for Music Restoration
Jia-Wei Liao ⋅ Pin-Chi Pan ⋅ Li-Xuan Peng ⋅ Sheng-Ping Yang ⋅ Yen-Tung Yeh ⋅ Cheng-Fu Chou ⋅ Yi-Hsuan Yang
→ Hierarchical Tokenization of Multimodal Music Data for LLM-Compatible Semantic Representations
Wo Jae Lee ⋅ Emanuele Coviello ⋅ Rifat Joyee ⋅ Sudev Mukherjee
→ A Loopy Framework and Tool for Real-time Human-AI Music Collaboration
Sageev Oore ⋅ Finlay Miller ⋅ Chandramouli Shama Sastry ⋅ Sri Harsha Dumpala ⋅ Marvin da Silva ⋅ Daniel Oore ⋅ Scott C. Lowe
→ FlashFoley: Fast Interactive Sketch2Audio Generation
Zachary Novack ⋅ Koichi Saito ⋅ Zhi Zhong ⋅ Takashi Shibuya ⋅ Shuyang Cui ⋅ Julian McAuley ⋅ Taylor Berg-Kirkpatrick ⋅ christian simon ⋅ Shusuke Takahashi ⋅ Yuki Mitsufuji
→ When Creative Machines Learn from Each Other
Haven Kim ⋅ Yusong Wu ⋅ Taylor Berg-Kirkpatrick ⋅ Julian McAuley
→ Enhancing Text-to-Music Generation through Retrieval-Augmented Prompt Rewrite Demo
Meiying Ding ⋅ Brian McFee ⋅ Sunny Yang ⋅ Chenkai Hu ⋅ Juhua Huang
→ ENHANCING TEXT-TO-MUSIC GENERATION THROUGH RETRIEVAL-AUGMENTED PROMPT REWRITE
Meiying Ding ⋅ Brian McFee ⋅ Chenkai Hu ⋅ Sunny Yang ⋅ Juhua Huang
→ LyricLens: An Interactive System for Multi-Label Music Content Rating
Kai-Yu Lu ⋅ Malhar Ghogare ⋅ Zihan Su ⋅ Shanu Sushmita
→ Segment-Factorized Full-Song Generation on Symbolic Piano Music
Ping-Yi Chen ⋅ Chih-Pin Tan ⋅ Yi-Hsuan Yang
→ My Music My Choice: Adversarial Protection Against Vocal Cloning in Songs
Ilke Demir ⋅ Gerald Vargas ⋅ Alicia Unterreiner ⋅ David Ponce ⋅ Umur Ciftci
→ Advancing Multi-Instrument Music Transcription: Results from the 2025 AMT Challenge
Ojas Chaturvedi ⋅ Kayshav Bhardwaj ⋅ Tanay Gondil ⋅ Benjamin Chou ⋅ Yujia Yan ⋅ Kristen Yeon-Ji Yun ⋅ Yung-Hsiang Lu
→ Bias beyond Borders: Global Inequalities in AI-Generated Music
Ahmet Solak ⋅ Florian Grötschla ⋅ Luca Lanzendörfer ⋅ Roger Wattenhofer
→ Audio-to-Audio Schrodinger Bridges
Kevin Shih ⋅ Zhifeng Kong ⋅ Weili Nie ⋅ Arash Vahdat ⋅ Sang-gil Lee ⋅ Joao Felipe Santos ⋅ Ante Jukić ⋅ Rafael Valle ⋅ Bryan Catanzaro
→ AIBA: Attention-based Instrument Band Alignment for Text-to-Audio Diffusion
Junyoung Koh ⋅ Soo Kim ⋅ GYU CHOI ⋅ Yongwon choi
10:10 AM
Lightning Talks
10:40 AM
StylePitcher: Generating Style-Following, Expressive Pitch Curves for Versatile Singing Tasks
Jingyue Huang ⋅ Qihui Yang ⋅ Fei-Yueh Chen ⋅ Randal Leistikow ⋅ Yongyi Zang
10:55 AM
E-Motion Baton: Human-in-the-Loop Music Generation via Expression and Gesture
Mingchen Ma ⋅ Stephen Ni-Hahn ⋅ Simon Mak ⋅ Yue Jiang ⋅ Cynthia Rudin
12:10 PM
Lunch Break
→ Chord-conditioned Melody and Bass Generation
Alexandra Salem ⋅ Mohammad Shokri ⋅ Johanna Devaney
→ Perceptually Aligning Representations of Music via Noise-Augmented Autoencoders
Mathias Rose Bjare ⋅ Giorgia Cantisani ⋅ Marco Pasini ⋅ Stefan Lattner ⋅ Gerhard Widmer
→ SepACap: Source Separation for A Cappella Music
Luca Lanzendörfer ⋅ Constantin Pinkl ⋅ Florian Grötschla ⋅ Roger Wattenhofer
→ Ethics Statements in AI Music Papers: The Effective and the Ineffective
Julia Barnett ⋅ Patrick O'Reilly ⋅ Jason Smith ⋅ Annie Chu ⋅ Bryan Pardo
→ Do Joint Language-Audio Embeddings Encode Perceptual Timbre Semantics?
Qixin Deng ⋅ Bryan Pardo ⋅ Thrasyvoulos Pappas
→ Discovering Interpretable Concepts in Large Generative Music Models
Nikhil Singh ⋅ Manuel Cherep ⋅ Patricia Maes
→ StylePitcher: Generating Style-Following, Expressive Pitch Curves for Versatile Singing Tasks
Jingyue Huang ⋅ Qihui Yang ⋅ Fei-Yueh Chen ⋅ Randal Leistikow ⋅ Yongyi Zang
→ MusicSem: A Semantically Rich Language-Audio Dataset of Organic Musical Discourse
Rebecca Salganik ⋅ Teng Tu ⋅ Fei-Yueh Chen ⋅ Xiaohao Liu ⋅ Kaifeng Lu ⋅ Ethan Luvisia ⋅ Zhiyao Duan ⋅ Guillaume SALHA ⋅ Anson Kahng ⋅ Yunshan Ma ⋅ Jian Kang
→ CLAM: Safeguarding Authenticity and Addressing Implications for the Music Industry
Arnesh Batra ⋅ Krish Thukral ⋅ Naman Batra ⋅ Dev Sharma ⋅ Ruhani Bhatia ⋅ Aditya Gautam
→ Multi-bit Audio Watermarking for Music
Luca Lanzendörfer ⋅ Kyle Fearne ⋅ Florian Grötschla ⋅ Roger Wattenhofer
→ Video-to-Music Generation for Film Production: A Dataset and Framework
Haven Kim ⋅ Leduo Chen ⋅ Bill Wang ⋅ Hao-Wen Dong ⋅ Julian McAuley
→ HARP 3.0: Generalizing I/O and API Support for Machine Learning in Digital Audio Workstations
Frank Cwitkowitz ⋅ Christodoulos Benetatos ⋅ Qixin Deng ⋅ Huiran Yu ⋅ Nathan Pruyne ⋅ Patrick O'Reilly ⋅ Hugo Flores ⋅ Zhiyao Duan ⋅ Bryan Pardo
→ Linear RNNs for autoregressive generation of long music samples
Konrad Szewczyk ⋅ Daniel Gallo Fernández ⋅ James Townsend
→ E-Motion Baton: Human-in-the-Loop Music Generation via Expression and Gesture
Mingchen Ma ⋅ Stephen Ni-Hahn ⋅ Simon Mak ⋅ Yue Jiang ⋅ Cynthia Rudin
→ MuCPT: Music-related Natural Language Model Continued Pretraining
Kai Tian ⋅ Yirong Mao ⋅ Wendong Bi ⋅ Hanjie Wang ⋅ Que Wenhui
→ LEGATO: Large-scale End-to-end Generalizable Approach to Typeset OMR
Guang Yang ⋅ Victoria Ebert ⋅ Nazif Tamer ⋅ Luiza A Pozzobon ⋅ Noah Smith
→ Towards AI Rapper: Creating an Interactive Rap Battle Experience with Generative AI
Nikita Kozodoi ⋅ Elizaveta Zinovyeva ⋅ Zainab Afolabi ⋅ Egor Krasheninnikov
→ Beyond Collaborative Filtering: Using Decoders for Personalized Music Recommendation
Timothy Greer ⋅ Nicholas Capel ⋅ Emanuele Coviello ⋅ Amina Shabbeer
→ Music to Video Matching Based on Beats and Tempo
Aleksandr Mikheev ⋅ Ilya Makarov
→ Embedding Alignment in Code Generation for Audio
Sam Kouteili ⋅ Hiren Madhu ⋅ George Typaldos ⋅ Mark Santolucito
→ Conversational Music Recommendation with LLM Tool Calling
Seungheon Doh ⋅ Keunwoo Choi ⋅ Juhan Nam
→ Evaluating Multimodal Large Language Models on Core Music Perception Tasks
Brandon Carone ⋅ Iran Roman ⋅ Pablo Ripollés
→ Robust Neural Audio Fingerprinting using Music Foundation Models
Shubhr Singh ⋅ Kiran Bhat ⋅ Benjamin Resnick ⋅ Xavier Riley ⋅ John Thickstun ⋅ Walter De Brouwer
→ DAWZY: A New Addtion to AI powered "Human in the Loop" Music Co-creation
Aaron Elkins ⋅ Sanchit Singh ⋅ Adrian Kieback ⋅ Sawyer Blankenship ⋅ Uyiosa Amadasun ⋅ Aman Chadha
→ Generating Piano Music with Transformers: A Comparative Study of Scale, Data and Metrics
Jonathan Lehmkuhl ⋅ Ábel Ilyés-Kun ⋅ Nico Bremes ⋅ Cemhan Özaltan ⋅ Frederik Muthers ⋅ Jiayi Yuan
→ DAWZY: Human-in-the-Loop Natural-Language Control of REAPER
Aaron Elkins ⋅ Sanchit Singh ⋅ Sawyer Blankenship ⋅ Adrian Kieback ⋅ Uyiosa Amadasun ⋅ Aman Chadha
→ From Generation to Attribution: Music AI Agent Architectures for the Post-Streaming Era
Wonil Kim ⋅ Hyeongseok Wi ⋅ Seungsoon Park ⋅ Taejun Kim ⋅ Sangeun Keum ⋅ Keunhyoung Kim ⋅ Taewan Kim ⋅ Jongmin Jung ⋅ Taehyoung Kim ⋅ Gaetan Guerrero ⋅ Maël Le Goff ⋅ Julie Po ⋅ Dongjoo Moon ⋅ Juhan Nam ⋅ Jongpil Lee
→ No Encore: Unlearning as Opt-Out in Music Generation
Jinju Kim ⋅ Taehan Kim ⋅ ABDUL WAHEED ⋅ Jong Hwan Ko ⋅ Rita Singh
→ Memership and Dataset Inference Attacks on Large Audio Generative Models
Jakub Proboszcz ⋅ Paweł Kochański ⋅ Karol Korszun ⋅ Katarzyna Stankiewicz ⋅ Donato Crisostomi ⋅ Giorgio Strano ⋅ Emanuele Rodolà ⋅ Kamil Deja ⋅ Jan Dubiński
→ Mozart AI: Browser-Based AI Music Co-Production
Pascual Merita Torres ⋅ Petr Ivan ⋅ Immanuel Rajadurai ⋅ Sundar Arvind ⋅ Arjun Khanna
→ MusPyExpress: Extending MusPy with Enhanced Expression Text Support
Phillip Long ⋅ Hao-Wen Dong ⋅ Julian McAuley ⋅ Zachary Novack
→ Who Gets Heard? Rethinking Fairness in AI for Music Systems
Atharva Mehta ⋅ Shivam Chauhan ⋅ Megha Sharma ⋅ Gus Xia ⋅ Kaustuv Ganguli ⋅ Nishanth Chandran ⋅ Zeerak Talat ⋅ Monojit Choudhury
→ Adapting Speech Language Model to Singing Voice Synthesis
Yiwen Zhao ⋅ Jiatong Shi ⋅ Jinchuan Tian ⋅ Yuxun Tang ⋅ Jiarui Hai ⋅ Jionghao Han ⋅ Shinji Watanabe
→ Leveraging Diffusion Models For Predominant Instrument Recognition
Charis Cochran ⋅ Yeongheon Lee ⋅ Youngmoo E Kim
4:50 PM
Closing Remarks
Persian Musical Instruments Classification Using Polyphonic Data Augmentation
Diba Esfangereh ⋅ Mohammad Hossein Sameti ⋅ Sepehr Moridani ⋅ Leili Javidpour ⋅ Mahdieh Soleymani
Learning Music Style Through Cross-Modal Bootstrapping
Jingwei Zhao ⋅ Ziyu Wang ⋅ Gus Xia ⋅ Ye Wang
BNMusic: Blending Environmental Noises into Personalized Music
Chi Zuo ⋅ Martin Møller ⋅ Pablo Martínez-Nuevo ⋅ Huayang Huang ⋅ Yu Wu ⋅ Ye Zhu
Rhythmic Stability and Synchronization in Multi-Track Music Generation
Hongrui Wang ⋅ Fan Zhang ⋅ Zhiyuan Yu ⋅ Ziya Zhou ⋅ Xi CHEN ⋅ Yang Wang ⋅ Can Yang