{
  "schema_version": 1,
  "title": "Repro - CLEAR: Context-Aware Learning with End-to-End Mask-Free Inference for Adaptive Video Subtitle Removal",
  "emoji": "\ud83d\udd2c",
  "space_id": "bertfil/HszNb2xE7P",
  "paper": {
    "arxiv_id": "2603.21901",
    "openreview_id": "HszNb2xE7P",
    "title": "CLEAR: Context-Aware Learning with End-to-End Mask-Free Inference for Adaptive Video Subtitle Removal",
    "url": "https://arxiv.org/abs/2603.21901"
  },
  "tags": [
    "icml2026-repro",
    "paper-HszNb2xE7P"
  ],
  "updated_at": "2026-07-20T03:52:32+00:00",
  "root": {
    "slug": "index",
    "title": "Repro - CLEAR: Context-Aware Learning with End-to-End Mask-Free Inference for Adaptive Video Subtitle Removal",
    "file": "pages/index.md",
    "children": [
      {
        "slug": "00-scored-evidence-summary",
        "title": "00 - Scored evidence summary",
        "file": "pages/00-scored-evidence-summary/page.md",
        "children": []
      },
      {
        "slug": "claim-1-clear-is-a-two-stage-mask-free-video-subtitle-remo",
        "title": "Claim 1 - CLEAR is a two-stage, mask-free video subtitle removal frame\u2026",
        "file": "pages/claim-1-clear-is-a-two-stage-mask-free-video-subtitle-remo/page.md",
        "children": []
      },
      {
        "slug": "claim-2-clear-achieves-26-80-db-psnr-0-894-ssim-0-101-lpip",
        "title": "Claim 2 - CLEAR achieves 26.80 dB PSNR, 0.894 SSIM, 0.101 LPIPS, and 2\u2026",
        "file": "pages/claim-2-clear-achieves-26-80-db-psnr-0-894-ssim-0-101-lpip/page.md",
        "children": []
      },
      {
        "slug": "claim-3-clear-outperforms-mask-dependent-baselines-propain",
        "title": "Claim 3 - CLEAR outperforms mask-dependent baselines ProPainter (17.24\u2026",
        "file": "pages/claim-3-clear-outperforms-mask-dependent-baselines-propain/page.md",
        "children": []
      },
      {
        "slug": "claim-4-an-ablation-starting-from-a-lora-only-baseline-21",
        "title": "Claim 4 - An ablation starting from a LoRA-only baseline (21.62 dB PSN\u2026",
        "file": "pages/claim-4-an-ablation-starting-from-a-lora-only-baseline-21/page.md",
        "children": []
      },
      {
        "slug": "claim-5-despite-being-trained-only-on-chinese-subtitles-cl",
        "title": "Claim 5 - Despite being trained only on Chinese subtitles, CLEAR demon\u2026",
        "file": "pages/claim-5-despite-being-trained-only-on-chinese-subtitles-cl/page.md",
        "children": []
      },
      {
        "slug": "reproduction-protocol-and-provenance",
        "title": "Reproduction protocol and provenance",
        "file": "pages/reproduction-protocol-and-provenance/page.md",
        "children": []
      },
      {
        "slug": "conclusion",
        "title": "Conclusion",
        "file": "pages/conclusion/page.md",
        "children": []
      }
    ]
  },
  "agent_view_tokens": 6557,
  "revision": "1784519552261368300"
}