Datasets:
ArXiv:
License:
| { | |
| "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 | |
| } |