Matrix-Game 3.0: Real-Time and Streaming Interactive World Model with Long-Horizon Memory
[NeurIPS`25] TC-Light: Temporally Coherent Generative Rendering for Realistic World Transfer
Official code for "Scalable Frame Sampling for Video Classification: A Semi-Optimal Policy Approach with Reduced Search Space"
Recipes and templates for AI video understanding, scene analysis, narrative extraction, and long-video structuring.
Steady-Forcing: Balancing Spatial Persistence and Motion Continuity in Long-Horizon Nature Video Diffusion
Briefs for long-video context windows, timestamp ranges, speaker intent, clip rationale, and short-form edit decisions.
Scorecards for long-video to shorts context loss, speaker intent, timestamp ranges, quote framing, and edit handoff decisions.
Brief templates for turning long-video chapters into clips, timestamp context, viewer promise, edit rationale, and review notes.
Scorecards for detecting high-value long-video moments, clip candidates, timestamps, context, and edit rationale.
Brief templates for long-video moment context, timestamps, speaker setup, scene value, clip rationale, and edit notes.
Brief templates for turning AI video understanding notes into edit decisions, source timestamps, clip rationale, and review notes.
Templates for explaining long-video clip rationale, source timestamps, viewer value, context, and edit decisions.
Brief templates for turning video understanding notes into edit decisions, clip rationale, and reviewable timelines.
Brief templates for turning long-video quotes into short scripts, speaker context, clip rationale, hook options, and edit notes.
Pre-edit checklists for long-video rights, permissions, platform risk, sensitive content, and reuse boundaries.
Metadata extraction templates for long videos: timestamps, scene labels, topics, speaker notes, rights notes, and clip candidates.
Scorecards for long-video speaker quotes, surrounding context, clip rationale, short-script fit, and edit handoff notes.
Practical workflows and templates for turning webinars, talks, and long presentations into social clips.
Audit templates and scoring sheets for deciding which long videos are worth repurposing into short clips.
Handoff kit for long-video highlights, source context, timestamp ranges, speaker intent, clip rationale, and editor notes.
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