{
  "metadata": {
    "schema_version": 1,
    "source_url": "https://openreview.net/group?id=ICLR.cc/2027/Conference#tab-active-submissions",
    "venue": "ICLR.cc/2027/Conference",
    "active_venue_id": "ICLR.cc/2027/Conference/Submission",
    "fetched_at": "2026-10-09T05:19:57.757Z",
    "source_sha256": "5f1a2de3f9e06fccad0078949f756c116915103d433f31f39333f3c1a1a7f023",
    "index_sha256": "02ce8722e37667a5a6fcc74291b21ed97eb30b5b3c27720c8f3abeb5a062a9c5",
    "candidate_count": 994,
    "total_active_submissions": 42368,
    "tag_assignments": 1968,
    "classified_count": 922,
    "unclassified_count": 72,
    "multi_label_count": 643,
    "reviewed_count": 6,
    "abstract_reviewed_count": 12,
    "text_fields": [
      "title",
      "abstract",
      "keywords"
    ],
    "classification_method": "使用当前候选索引的非互斥方向标签；标签来自标题、摘要、关键词初筛及少量人工校正。",
    "method": "全部数量按唯一官方投稿 ID 统计；方向按已有标签计数，术语另按公开标题、摘要和关键词中的明确正则提及计数。",
    "statistical_saturation": {
      "metric": "direction_candidate_count",
      "thresholds": {
        "high_min": 200,
        "medium_min": 100
      },
      "scope": "current_retained_candidate_snapshot",
      "note": "高≥200、中100–199、相对低<100为展示用启发式候选密度分档；不能判断创新饱和、投稿质量、竞争难度或录用概率。"
    },
    "limitations": [
      "994为本次快照保留的模型量化候选；仍可能误收、漏收，未逐篇确认相关性，也不等于994篇已读论文。",
      "方向标签不互斥，方法、场景和系统维度会重叠；各方向论文数不可相加得到994，不能作为互斥方向市场份额。",
      "初筛规则较宽：例如PTQ规则还匹配calibration、rotation、reconstruction；低精度训练规则还匹配FP4/FP8、gradient、optimizer。标签数量不等于已验证方法数量。",
      "词频仅表明官方标题、摘要或关键词出现过对应词项，可能来自背景、基线或否定句；不证明该稿采用该方法或构成学界共识。",
      "战线饱和度仅为当前候选密度的展示代理；分档阈值人为设定，方向标签宽度不同，不能推出研究价值、创新饱和或录用机会。",
      "本数据仅反映所绑定时间的公开活跃投稿；没有历史年份的同口径对照，不能证明任何方向正在增长或下降。"
    ]
  },
  "directions": [
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    ],
    "interpretation": "记录当前标签集合相对自动规则的差异；排序差异不计数，人工标签沿用主索引，不在本脚本重分类。"
  }
}