logbook.json

{
  "schema_version": 1,
  "title": "Repro - Differentiable Optimization Layers for Guaranteed Fairness in Deep Learning",
  "emoji": "🎯",
  "space_id": "rdubwiley/differentiable-optimization-layers-for-guaranteed-repro",
  "paper": {
    "arxiv_id": "2605.17118"
  },
  "tags": [
    "icml2026-repro",
    "paper-9SLQACsSbw"
  ],
  "updated_at": "2026-07-18T01:59:04+00:00",
  "root": {
    "slug": "index",
    "title": "Repro - Differentiable Optimization Layers for Guaranteed Fairness in Deep Learning",
    "file": "pages/index.md",
    "children": [
      {
        "slug": "claim-1-fairness-layer-as-differentiable-optimization-guarantees-chosen-notion-of-output-parity-in-neural-networks",
        "title": "Claim 1: Fairness layer as differentiable optimization guarantees chosen notion of output parity in neural networks.",
        "file": "pages/claim-1-fairness-layer-as-differentiable-optimization-guarantees-chosen-notion-of-output-parity-in-neural-networks/page.md",
        "children": []
      },
      {
        "slug": "claim-2-online-primal-dual-inference-provides-provable-aggregate-fairness-guarantees-for-streaming-predictions-with-arbitrarily",
        "title": "Claim 2: Online primal-dual inference provides provable aggregate fairness guarantees for streaming predictions with arbitrarily",
        "file": "pages/claim-2-online-primal-dual-inference-provides-provable-aggregate-fairness-guarantees-for-streaming-predictions-with-arbitrarily/page.md",
        "children": []
      },
      {
        "slug": "claim-3-fairness-layer-exhibits-characterized-differentiability-and-stability-properties-during-model-training-and-backpropagati",
        "title": "Claim 3: Fairness layer exhibits characterized differentiability and stability properties during model training and backpropagati",
        "file": "pages/claim-3-fairness-layer-exhibits-characterized-differentiability-and-stability-properties-during-model-training-and-backpropagati/page.md",
        "children": []
      },
      {
        "slug": "conclusion",
        "title": "Conclusion",
        "file": "pages/conclusion/page.md",
        "children": []
      }
    ]
  },
  "agent_view_tokens": 4846,
  "revision": "1784339944183169932"
}