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cs.CV2026
HyperTokens: Controlling Token Dynamics for Continual Video-Language Understanding
Toan Nguyen, Yang Liu, Celso De Melo +1
Continual VideoQA with multimodal LLMs is hindered by interference between tasks and the prohibitive cost of storing task-specific prompts. We introduce HyperTokens, a transformer-…
cs.CV2025
AHA -- Predicting What Matters Next: Online Highlight Detection Without Looking Ahead
Aiden Chang, Celso De Melo, Stephanie M. Lukin
Real-time understanding of continuous video streams is essential for intelligent agents operating in high-stakes environments, including autonomous vehicles, surveillance drones, a…
cs.CV2025
Bisecle: Binding and Separation in Continual Learning for Video Language Understanding
Yue Tan, Xiaoqian Hu, Hao Xue +2
Frontier vision-language models (VLMs) have made remarkable improvements in video understanding tasks. However, real-world videos typically exist as continuously evolving data stre…