Unified Agentic Video Editing Across Levels of Complexity and Creativity
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Abstract (arXiv)
Editing is a core component of video production, requiring creative planning and decisions under multiple constraints. Here, we report methods for agentic tooling for automated video editing across three tasks varying in editorial goal, complexity and creativity, namely scene previews, video summaries and cinematic trailers. We evaluate the outputs and discuss implications for automation and agency.
Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 24 of its 44 references that are in the map. First posted on arXiv 11 Sep 2026.
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24 of 44 references.
References · 24
- 2024Boosting Multimodal Large Language Models with Visual Tokens Withdrawal for Rapid Inferencecited by 139
- 2026AgentRx: Diagnosing AI Agent Failures from Execution Trajectoriescited by 60
- 2025Agentic AI: A Comprehensive Survey of Architectures, Applications, and Future Directionscited by 48
- 2024LAVE: LLM-Powered Agent Assistance and Language Augmentation for Video Editingcited by 47
- 2025Video Compression Commander: Plug-and-Play Inference Acceleration for Video Large Language Modelscited by 38
- 2025Agentic AI Security: Threats, Defenses, Evaluation, and Open Challengescited by 28
- 2022The Anatomy of Video Editing: A Dataset and Benchmark Suite for AI-Assisted Video Editingcited by 25
- 2025EditDuet: A Multi-Agent System for Video Non-Linear Editingcited by 16
- 2025Exploring Collaboration Patterns and Strategies in Human-AI Co-creation through the Lens of Agency: A Scoping Review of the Top-tier HCI Literaturecited by 11
- 2024Towards Automated Movie Trailer Generationcited by 9
- 2025VideoDiff: Human-AI Video Co-Creation with Alternativescited by 8
- 2026AgenticVBench: Can AI Agents Complete Real-World Post-Production Tasks?cited by 7
12 more
- 2025Pencils to Pixels: A Systematic Study of Creative Drawings across Children, Adults and AIcited by 6
- 2025Prompt-Driven Agentic Video Editing System: Autonomous Comprehension of Long-Form, Story-Driven Mediacited by 6
- 2026CutClaw: Agentic Hours-Long Video Editing via Music Synchronizationcited by 6
- 2026VideoStir: Understanding Long Videos via Spatio-Temporally Structured and Intent-Aware RAGcited by 6
- 2026VideoAgent: All-in-One Framework for Video Understanding and Editingcited by 6
- 2026AutoCut: End-to-end advertisement video editing based on multimodal discretization and controllable generationcited by 4
- 2026VidTune: Creating Video Soundtracks with Generative Music and Contextual Thumbnailscited by 3
- 2026Vidmento: Creating Video Stories Through Context-Aware Expansion With Generative Videocited by 2
- 2026Generative AI for Video Trailer Synthesis: From Extractive Heuristics to Autoregressive Creativitycited by 2
- 2026The Human Creativity Benchmarkcited by 2
- 2026Designing Rewards for Rewarding Designs: Demonstrating the Impact of Rewards on the Creative Design Processcited by 1
- 2026BEAT: Rhythm-Elastic Alignment for Agentic Music-guided Movie Trailer Generationcited by 1
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- 2026Aurora: Unified Video Editing with a Tool-Using Agent
- 2026Camera Artist: A Multi-Agent Framework for Cinematic Language Storytelling Video Generation
- 2026Timeline-Bench: Evaluating Agents on Realistic Video-Editing Tasks, from Raw Footage to Final Cut
- 2026Thinking on Shots: Consistent Multi-Shot Video Editing with Agentic Reasoning
- 2026VideoWeaver: Evaluating and Evolving Skills for Agentic Long Video Generation
- 2026CutVerse: A Compositional GUI Agents Benchmark for Media Post-Production Editing
- 2026Beyond Coherence: Benchmarking Professional Editing-Technique Execution in Multi-Shot Audio-Video Generation
- 2025FilmAgent: A Multi-Agent Framework for End-to-End Film Automation in Virtual 3D Spaces