{ "summary": { "query": "video diffusion models parallel processing", "total_papers": 216, "unique_sources": 5, "year_range": { "min": 1990, "max": 2026 }, "citation_summary": { "total": 6265, "average": 142.4 }, "top_source": "offline_iclr", "papers_with_pdf": 80, "papers_with_doi": 46, "processing_steps": 14 }, "insights": [ { "type": "trend", "title": "Publication Trend", "message": "Most papers (68) are from 2026", "data": { "year": 2026, "count": 68 } }, { "type": "source", "title": "Primary Source", "message": "offline_iclr contributes 96 papers (44%)", "data": { "source": "offline_iclr", "count": 96 } }, { "type": "author", "title": "Prolific Author", "message": "Ziwei Liu has 4 papers in this collection", "data": { "author": "Ziwei Liu", "count": 4 } }, { "type": "citation", "title": "Most Cited Paper", "message": "\"Video Diffusion Models...\" has 2179 citations", "data": { "title": "Video Diffusion Models", "citations": 2179 } }, { "type": "keywords", "title": "Hot Topics", "message": "Top keywords: diffusion, video, models, generation, parallel", "data": { "keywords": { "diffusion": 128, "video": 119, "models": 60, "generation": 43, "parallel": 26 } } }, { "type": "availability", "title": "Open Access", "message": "80/216 papers (37%) have direct PDF links", "data": { "with_pdf": 80, "total": 216 } } ], "key_findings": [ "Found 216 papers related to 'video diffusion models parallel processing'", "Papers collected from 5 sources: semantic_scholar, offline_iclr, offline_nips, offline_cvpr, arxiv", "Publication years range from 1990 to 2026", "Total citations: 6265, Average: 142", "Leading researchers: Ziwei Liu, Yanzhi Wang, Jong Chul Ye" ], "metadata": { "query": "video diffusion models parallel processing", "total_steps": 14, "last_updated": "2026-01-03T01:22:05.053318", "started_at": "2026-01-03T01:19:55.659540", "total_papers": 216 }, "is_complete": true }