Herremans D., Roy A..  2026.  Aligning Generative Music AI with Human Preferences: Methods and Challenges. Proceedings of AAAI, senior member track.

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2511.15038v1.pdf (417.24 KB)

Bhandari K., Roy A., Colton S., Herremans D..  2026.  Emerging AI Technologies for Music: Towards Controllable, Collaborative, and Creative Systems. Proceedings of Machine Learning Research, PMLR 303:1-5, 2026.

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bhandari26a.pdf (161.47 KB)

Ghosh A., Roy A., Herremans D..  2026.  KARMA-MV: A Benchmark for Causal Question Answering on Music Videos. arXiv:2605.08175.

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2605.08175v1.pdf (3.32 MB)

Liu R., Roy A., Herremans D..  2026.  Leveraging LLM Embeddings for Cross Dataset Label Alignment and Zero Shot Music Emotion Prediction. Conference on AI Music Creativity (AIMC).

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Lu T., Geist C-M, Melechovsky J., Roy A., Herremans D..  2026.  MelodySim: Measuring Melody-aware Music Similarity for Plagiarism Detection. IEEE Tencon.

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Melechovsky J., Mehrish A., Roy A., Herremans D..  2026.  SonicMaster: Towards Controllable All-in-One Music Restoration and Mastering. Proceedings of ICML.

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2508.03448v2.pdf (3.31 MB)

Roy A., Puri G., Herremans D..  2026.  Text2midi-InferAlign: Improving Symbolic Music Generation with Inference-Time Alignment. ICASSP.

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2505.12669v1.pdf (360.69 KB)

Bhandari K., Chang S., Roy A., Ronchini F., Benetos E., Herremans D., Colton S..  2026.  Text2Score: Generating Sheet Music From Textual Prompts. arXiv:2605.13431.

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2605.13431v1.pdf (395.67 KB)

Roy A., Liu R., Lu T., Herremans D..  2025.  JamendoMaxCaps: A Large Scale Music-caption Dataset with Imputed Metadata. Proceedings of IJCNN, Rome, Italy.

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Chopra A., Roy A., Herremans D..  2025.  SonicVerse: Multi-Task Learning for Music Feature-Informed Captioning. Proceedings of the 6th Conference on AI Music Creativity (AIMC 2025), Brussels, Belgium, September 10th - 12th, 2025.

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Bhandari K., Roy A., Wang K., Puri G., Colton S., Herremans D..  2025.  Text2midi: Generating Symbolic Music from Captions. Proceedings of AAAI, Philadelphia.

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2412.16526v2.pdf (569.51 KB)

Melechovsky J., Roy A., Herremans D..  2024.  MidiCaps — A large-scale MIDI dataset with text captions. ISMIR.

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2406.02255v1.pdf (699.83 KB)

Chopra A., Roy A., Herremans D..  2024.  MIRFLEX: Music Information Retrieval Feature Library for Extraction. ISMIR, Late Breaking Demos.

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2411.00469v1.pdf (89.86 KB)