Continual Learning

AdaJEPA: An Adaptive Latent World Model

2026-07-02

Ying Wang, Oumayma Bounou, Yann LeCun, and Mengye Ren

Continual Visual and Verbal Learning Through a Child's Egocentric Input

2026-06-03

Xavier (Xiaoyang) Jiang, Yanlai Yang, Kenneth A. Norman, Brenden Lake, and Mengye Ren

The Self Requires Learning

2026-04-08

Mengye Ren

StreamMem: Query-Agnostic KV Cache Memory for Streaming Video Understanding

2025-08-21

Yanlai Yang, Zhuokai Zhao, Satya Narayan Shukla, Aashu Singh, Shlok Kumar Mishra, Lizhu Zhang, and Mengye Ren

Replay Can Provably Increase Forgetting

2025-06-04

Yasaman Mahdaviyeh, James Lucas, Mengye Ren, Andreas S. Tolias, Richard Zemel, and Toniann Pitassi

Memory Storyboard: Leveraging Temporal Segmentation for Streaming Self-Supervised Learning from Egocentric Videos

2025-01-21

Yanlai Yang and Mengye Ren

Integrating Present and Past in Unsupervised Continual Learning

2024-04-29

Yipeng Zhang, Laurent Charlin, Richard S. Zemel, and Mengye Ren

Reawakening Knowledge: Anticipatory Recovery from Catastrophic Interference via Structured Training

2024-03-14

Yanlai Yang, Matt Jones, Michael C. Mozer, and Mengye Ren

Learning and Forgetting Unsafe Examples in Large Language Models

2023-12-20

Jiachen Zhao, Zhun Deng, David Madras, James Zou, and Mengye Ren