EvoSherlock: Towards Agentic Lifelong Evolution for Unseen Long-Tailed Security-Critical Events in Videos

arXiv:2609.19201 · cs.CR · Submitted 2026-09-16 · Read on arXiv

cs.CR

Submitted: 2026-09-16

Updated: 2026-09-16

Comments: Accepted to ACM Multimedia 2026

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Agentic Controller — 13× in this paper · explained in 1 episode
• Alignment — 11× in this paper · explained in 1 episode
• Consistency — 11× in this paper · explained in 3 episodes
• Decoupling — 11× in this paper · explained in 2 episodes
• Adaptation — 10× in this paper · explained in 1 episode
• Benchmark — 9× in this paper · explained in 2 episodes
• Lifelong Learning — 8× in this paper
• Accuracy — 7× in this paper · explained in 1 episode
• Catastrophic Forgetting — 6× in this paper · explained in 5 episodes
• Continual Learning — 6× in this paper · explained in 2 episodes
• Core — 5× in this paper · explained in 2 episodes
• Regularization — 5× in this paper · explained in 3 episodes
• Entanglement — 4× in this paper · explained in 3 episodes
• Intra-Event Causal Video Generation — 4× in this paper
• Causal Decoupling and Alignment — 3× in this paper
• Causal Script Graph — 2× in this paper
• Closed-Loop Control — 2× in this paper · explained in 3 episodes
• Distillation — 2× in this paper · explained in 2 episodes
• Existing Security-oriented Video Understanding — 2× in this paper
• Fine-Tuning — 2× in this paper · explained in 5 episodes
• Grounding — 2× in this paper · explained in 3 episodes
• Representation Learning — 2× in this paper · explained in 2 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• Temporal consistency — 2× in this paper · explained in 2 episodes
• Adam — 1× in this paper · explained in 2 episodes
• Agentic AI — 1× in this paper · explained in 1 episode
• Agentic Framework — 1× in this paper · explained in 6 episodes
• Agentic System — 1× in this paper · explained in 2 episodes
• Architectural Adaptation — 1× in this paper · explained in 1 episode
• Calibration — 1× in this paper · explained in 7 episodes
• Causal Invariance Regularization — 1× in this paper
• Causal Reasoning — 1× in this paper · explained in 2 episodes
• Cosine Similarity — 1× in this paper · explained in 3 episodes
• Data Augmentation — 1× in this paper · explained in 7 episodes
• Diffusion Model — 1× in this paper · explained in 8 episodes
• Diffusion Models — 1× in this paper · explained in 6 episodes
• Explainability — 1× in this paper · explained in 3 episodes
• Feature Extraction — 1× in this paper · explained in 2 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Generative Model — 1× in this paper · explained in 2 episodes
• Generative Models — 1× in this paper · explained in 2 episodes
• Group Causal Consistency Gating — 1× in this paper
• Hallucination — 1× in this paper · explained in 3 episodes
• Parameter-Efficient Fine-Tuning — 1× in this paper · explained in 2 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• Invariant Risk Minimization
• Qwen3-VL Technical Report
• Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets
• Exploring What Why and How: A Multifaceted Benchmark for Causation Understanding of Video Anomaly
• Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey
• Distilling the Knowledge in a Neural Network
• SurveillanceVQA-589K: A Benchmark for Comprehensive Surveillance Video-Language Understanding with Large Models
• Conan: Progressive Learning to Reason Like a Detective over Multi-Scale Visual Evidence
• Wan: Open and Advanced Large-Scale Video Generative Models
• OpenClaw-RL: Train Any Agent Simply by Talking
• Deep Learning for Video Anomaly Detection: A Review
• Holmes-VAD: Towards Unbiased and Explainable Video Anomaly Detection via Multi-modal LLM
• Lifelong Learning of Large Language Model based Agents: A Roadmap
• Memento-Skills: Let Agents Design Agents

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