Distill on the Go: Online Knowledge Distillation in Self-Supervised Learning. - Prashant Shivaram Bhat; Elahe Arani; Bahram Zonooz (CVPR Workshops, 2021)

Task Agnostic Representation Consolidation: a Self-supervised based Continual Learning Approach. - Prashant Shivaram Bhat; Bahram Zonooz; Elahe Arani (CoLLAs, 2022)

Consistency is the Key to Further Mitigating Catastrophic Forgetting in Continual Learning. - Prashant Shivaram Bhat; Bahram Zonooz; Elahe Arani (CoLLAs, 2022)

Task-Aware Information Routing from Common Representation Space in Lifelong Learning. - Prashant Shivaram Bhat; Bahram Zonooz; Elahe Arani (ICLR, 2023)

BiRT: Bio-inspired Replay in Vision Transformers for Continual Learning. - Kishaan Jeeveswaran; Prashant Shivaram Bhat; Bahram Zonooz; Elahe Arani (ICML, 2023)

TriRE: A Multi-Mechanism Learning Paradigm for Continual Knowledge Retention and Promotion. - Preetha Vijayan; Prashant Shivaram Bhat; Bahram Zonooz; Elahe Arani (NeurIPS, 2023)

Mitigating Interference in the Knowledge Continuum through Attention-Guided Incremental Learning. - Prashant Shivaram Bhat; Bharath Chennamkulam Renjith; Elahe Arani; Bahram Zonooz (CoLLAs, 2024)

IMEX-Reg: Implicit-Explicit Regularization in the Function Space for Continual Learning. - Prashant Shivaram Bhat; Bharath Renjith; Elahe Arani; Bahram Zonooz (Trans. Mach. Learn. Res., 2024)

Parameter Efficient Continual Learning with Dynamic Low-Rank Adaptation. - Prashant Shivaram Bhat; Shakib Yazdani; Elahe Arani; Bahram Zonooz (CoRR, 2025)

Continual Learning Beyond Experience Rehearsal and Full Model Surrogates. - Prashant Shivaram Bhat; Laurens Niesten; Elahe Arani; Bahram Zonooz (CoRR, 2025)