logbook.json

{
  "schema_version": 1,
  "title": "Reproduction: Learning Randomized Reductions",
  "emoji": "🎯",
  "space_id": "Alogotron/repro-learning-randomized-reductions",
  "paper": {
    "arxiv_id": "2412.18134"
  },
  "tags": [
    "icml2026-repro",
    "paper-hCAEcqig2C"
  ],
  "updated_at": "2026-07-22T09:42:07+00:00",
  "root": {
    "slug": "index",
    "title": "Reproduction: Learning Randomized Reductions",
    "file": "pages/index.md",
    "children": [
      {
        "slug": "executive-summary",
        "title": "Executive summary",
        "file": "pages/executive-summary/page.md",
        "children": []
      },
      {
        "slug": "claim-1-vanilla-bitween-discovers-rsrs-for-43-of-80-functions-54-in-rsr-bench-including-first-known-reduction-for-sigmoid",
        "title": "Claim 1: Vanilla Bitween discovers RSRs for 43 of 80 functions (54%) in RSR-Bench, including first known reduction for sigmoid",
        "file": "pages/claim-1-vanilla-bitween-discovers-rsrs-for-43-of-80-functions-54-in-rsr-bench-including-first-known-reduction-for-sigmoid/page.md",
        "children": []
      },
      {
        "slug": "claim-2-agentic-bitween-neuro-symbolic-approach-with-llm-agents-discovers-rsrs-for-64-of-80-functions-80",
        "title": "Claim 2: Agentic Bitween neuro-symbolic approach with LLM agents discovers RSRs for 64 of 80 functions (80%)",
        "file": "pages/claim-2-agentic-bitween-neuro-symbolic-approach-with-llm-agents-discovers-rsrs-for-64-of-80-functions-80/page.md",
        "children": []
      },
      {
        "slug": "claim-3-agentic-bitween-outperforms-pure-neural-baselines-in-both-rsr-discovery-and-verification-accuracy",
        "title": "Claim 3: Agentic Bitween outperforms pure neural baselines in both RSR discovery and verification accuracy",
        "file": "pages/claim-3-agentic-bitween-outperforms-pure-neural-baselines-in-both-rsr-discovery-and-verification-accuracy/page.md",
        "children": []
      },
      {
        "slug": "conclusion",
        "title": "Conclusion",
        "file": "pages/conclusion/page.md",
        "children": []
      }
    ]
  },
  "agent_view_tokens": 3853,
  "revision": "1784713327685251102"
}