Disentangling the Mechanisms Behind Implicit Regularization in SGD. - Zachary Novack; Simran Kaur 001; Tanya Marwah; Saurabh Garg; Zachary Chase Lipton (ICLR, 2023)

CHiLS: Zero-Shot Image Classification with Hierarchical Label Sets. - Zachary Novack; Julian J. McAuley; Zachary Chase Lipton; Saurabh Garg (ICML, 2023)

Unsupervised Lead Sheet Generation via Semantic Compression. - Zachary Novack; Nikita Srivatsan; Taylor Berg-Kirkpatrick; Julian J. McAuley (CoRR, 2023)

DITTO: Diffusion Inference-Time T-Optimization for Music Generation. - Zachary Novack; Julian J. McAuley; Taylor Berg-Kirkpatrick; Nicholas J. Bryan (ICML, 2024)

DITTO-2: Distilled Diffusion Inference-Time T-Optimization for Music Generation. - Zachary Novack; Julian J. McAuley; Taylor Berg-Kirkpatrick; Nicholas J. Bryan (ISMIR, 2024)

Futga: Towards Fine-grained Music Understanding through Temporally-enhanced Generative Augmentation. - Junda Wu; Zachary Novack; Amit Namburi; Jiaheng Dai; Hao-Wen Dong; Zhouhang Xie; Carol Chen; Julian J. McAuley (CoRR, 2024)

PDMX: A Large-Scale Public Domain MusicXML Dataset for Symbolic Music Processing. - Phillip Long; Zachary Novack; Julian J. McAuley; Taylor Berg-Kirkpatrick (Zenodo, 2024)

PDMX: A Large-Scale Public Domain MusicXML Dataset for Symbolic Music Processing. - Phillip Long; Zachary Novack; Julian J. McAuley; Taylor Berg-Kirkpatrick (Zenodo, 2024)

PDMX: A Large-Scale Public Domain MusicXML Dataset for Symbolic Music Processing. - Phillip Long; Zachary Novack; Julian J. McAuley; Taylor Berg-Kirkpatrick (Zenodo, 2024)

PDMX: A Large-Scale Public Domain MusicXML Dataset for Symbolic Music Processing. - Phillip Long; Zachary Novack; Julian J. McAuley; Taylor Berg-Kirkpatrick (Zenodo, 2024)

PDMX: A Large-Scale Public Domain MusicXML Dataset for Symbolic Music Processing. - Phillip Long; Zachary Novack; Taylor Berg-Kirkpatrick; Julian J. McAuley (ICASSP, 2025)

CoLLAP: Contrastive Long-form Language-Audio Pretraining with Musical Temporal Structure Augmentation. - Junda Wu; Warren Li; Zachary Novack; Amit Namburi; Carol Chen; Julian J. McAuley (ICASSP, 2025)

FUTGA-MIR: Enhancing Fine-grained and Temporally-aware Music Understanding with Music Information Retrieval. - Junda Wu; Zachary Novack; Amit Namburi; Hao-Wen Dong; Carol Chen; Jiaheng Dai; Julian J. McAuley (ICASSP, 2025)

Presto! Distilling Steps and Layers for Accelerating Music Generation. - Zachary Novack; Ge Zhu; Jonah Casebeer; Julian J. McAuley; Taylor Berg-Kirkpatrick; Nicholas J. Bryan (ICLR, 2025)

PDMX: A Large-Scale Public Domain MusicXML Dataset for Symbolic Music Processing. - Phillip Long; Zachary Novack; Julian John McAuley; Taylor Berg-Kirkpatrick (Zenodo, 2025)

PDMX: A Large-Scale Public Domain MusicXML Dataset for Symbolic Music Processing. - Phillip Long; Zachary Novack; Julian J. McAuley; Taylor Berg-Kirkpatrick (Zenodo, 2025)

Deriving Representative Structure from Music Corpora. - Ilana Shapiro; Ruanqianqian (Lisa) Huang; Zachary Novack; Cheng-i Wang; Hao-Wen Dong; Taylor Berg-Kirkpatrick; Shlomo Dubnov; Sorin Lerner (CoRR, 2025)

PDMX: A Large-Scale Public Domain MusicXML Dataset for Symbolic Music Processing. - Phillip Long; Zachary Novack; Julian J. McAuley; Taylor Berg-Kirkpatrick (Zenodo, 2025)

Aligning Text-to-Music Evaluation with Human Preferences. - Yichen Huang; Zachary Novack; Koichi Saito; Jiatong Shi; Shinji Watanabe 001; Yuki Mitsufuji; John Thickstun; Chris Donahue (CoRR, 2025)

Are you really listening? Boosting Perceptual Awareness in Music-QA Benchmarks. - Yongyi Zang; Sean O'Brien; Taylor Berg-Kirkpatrick; Julian J. McAuley; Zachary Novack (CoRR, 2025)

Fast Text-to-Audio Generation with Adversarial Post-Training. - Zachary Novack; Zach Evans; Zack Zukowski; Josiah Taylor; CJ Carr; Julian Parker; Adnan Al-Sinan; Gian Marco Iodice; Julian J. McAuley; Taylor Berg-Kirkpatrick; Jordi Pons (CoRR, 2025)

Repurposing Marigold for Zero-Shot Metric Depth Estimation via Defocus Blur Cues. - Chinmay Talegaonkar; Nikhil Gandudi Suresh; Zachary Novack; Yash Belhe; Priyanka Nagasamudra; Nicholas Antipa (CoRR, 2025)

Video-Guided Text-to-Music Generation Using Public Domain Movie Collections. - Haven Kim; Zachary Novack; Weihan Xu; Julian J. McAuley; Hao-Wen Dong (CoRR, 2025)

WildFX: A DAW-Powered Pipeline for In-the-Wild Audio FX Graph Modeling. - Qihui Yang; Taylor Berg-Kirkpatrick; Julian J. McAuley; Zachary Novack (CoRR, 2025)

Bob's Confetti: Phonetic Memorization Attacks in Music and Video Generation. - Jaechul Roh; Zachary Novack; Yuefeng Peng; Niloofar Mireshghallah; Taylor Berg-Kirkpatrick; Amir Houmansadr (CoRR, 2025)