Publications & Patents

Publications

• Mixtures of SubExperts for Large Language Continual Learning (preprint, 2026)

• Soft-TransFormers for Continual Learning (preprint, 2025)

• Continual Learning: Forget-free Winning Subnetworks for Video Representations - Published in: IEEE Transactions on Pattern Analysis and Machine Intelligence ( Volume: 47, Issue: 3, March 2025, IF: 20.3)

• Progressive Fourier Neural Representation for Sequential Video Compilation - Published in: International Conference on Learning Representations (ICLR, May 2024)

• On the Soft-Subnetwork for Few-shot Class Incremental Learning - Published in: International Conference on Learning Representations (ICLR, May 2023)

• Forget-free Continual Learning with Winning Subnetworks - Published in: International Conference on Machine Learning (ICML, June 2022)

Patents

• Continual Learning Method And Apparatus (Domestic:1020230178783)

• Video Continual Learning Method And Apparatus (Domestic:1020240030726, PCT:2025187861)

• Mixtures of SubExperts for Large Language Continual Learning (Domestic: 1020250177393)