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EV
Egocentric Video
Learning from continuous first-person visual streams.
Papers
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
MA-EgoQA: Question Answering over Egocentric Videos from Multiple Embodied Agents
2026-03-10
Kangsan Kim, Yanlai Yang, Suji Kim, Woongyeong Yeo, Youngwan Lee, Mengye Ren, and Sung Ju Hwang
Midway Network: Learning Representations for Recognition and Motion from Latent Dynamics
2025-10-07
Chris Hoang and 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
Memory Storyboard: Leveraging Temporal Segmentation for Streaming Self-Supervised Learning from Egocentric Videos
2025-01-21
Yanlai Yang and Mengye Ren
PooDLe: Pooled and Dense Self-Supervised Learning from Naturalistic Videos
2024-08-20
Alex N. Wang, Chris Hoang, Yuwen Xiong, Yann LeCun, and Mengye Ren
Self-Supervised Learning of Video Representations from a Child's Perspective
2024-02-01
A. Emin Orhan, Wentao Wang, Alex N. Wang, Mengye Ren, and Brenden M. Lake
LifelongMemory: Leveraging LLMs for Answering Queries in Long-form Egocentric Videos
2023-12-07
Ying Wang, Yanlai Yang, and Mengye Ren
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Learning Paradigms
Continual Learning
Self-Supervised Learning
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In-Context Learning
Creative Exploration
Meta-Learning
Multi-Agent
Local Learning
Reinforcement Learning
Models & Representations
Concept Learning
Hierarchical Abstraction
World Models
Data & Applications
LLM Reasoning
Egocentric Video
Embodied AI
Multimodal Learning
Forecasting
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Human-like Learning
Philosophy of AI
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