Sprout: Building Dynamic Memory While Reasoning for Agentic Video Understanding

arXiv:2609.35497 · cs.CV · Submitted 2026-09-28 · Read on arXiv

cs.CV

Submitted: 2026-09-28

Updated: 2026-09-28

Code: https://github.com/HKUST-LongGroup/Sprout

Terminology

Accuracy — 19× in this paper · explained in 1 episode
Benchmark — 15× in this paper · explained in 2 episodes
Agentic Framework — 6× in this paper · explained in 6 episodes
RAG — 3× in this paper · explained in 3 episodes
Reinforcement Learning — 3× in this paper · explained in 4 episodes
Decoupling — 2× in this paper · explained in 2 episodes
Hallucination — 2× in this paper · explained in 3 episodes
Multimodal Reasoning — 2× in this paper · explained in 5 episodes
Agentic Reasoning — 1× in this paper · explained in 1 episode
Agentic Retrieval — 1× in this paper · explained in 1 episode
Cosine Similarity — 1× in this paper · explained in 3 episodes
Elias — 1× in this paper · explained in 2 episodes
GRPO — 1× in this paper · explained in 6 episodes
Grounding — 1× in this paper · explained in 3 episodes
Hallucination Mitigation — 1× in this paper · explained in 2 episodes
Instruction Tuning — 1× in this paper · explained in 2 episodes
Sparse Attention — 1× in this paper · explained in 5 episodes
Verification — 1× in this paper · explained in 2 episodes

Sources

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