Pith Number

pith:PFL3DKWA

pith:2025:PFL3DKWAL4XT2VUJU4H5SNEV4T

not attested not anchored not stored refs pending

Iterative Hypothesis Generation for Scientific Discovery with Monte Carlo Nash Equilibrium Self-Refining Trees

Diyana Muhammed, Gollam Rabby, Prasenjit Mitra, S\"oren Auer

arxiv:2503.19309 v1 · 2025-03-25 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PFL3DKWAL4XT2VUJU4H5SNEV4T}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

MLReplicate: Benchmarking Autonomous Research Systems for Machine Learning Reproducibility

Receipt and verification

First computed	2026-07-05T10:38:52.987607Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7957b1aac05f2f3d5689a70fd93495e4d57f2826d32d5d2ed526dc3449ceff0f

Aliases

arxiv: 2503.19309 · arxiv_version: 2503.19309v1 · doi: 10.48550/arxiv.2503.19309 · pith_short_12: PFL3DKWAL4XT · pith_short_16: PFL3DKWAL4XT2VUJ · pith_short_8: PFL3DKWA

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/PFL3DKWAL4XT2VUJU4H5SNEV4T \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 7957b1aac05f2f3d5689a70fd93495e4d57f2826d32d5d2ed526dc3449ceff0f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e26389df950752e96df5dbeaf1f37b7986f7a3f8c85aa85b5f0aee37ed68d4b6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-25T03:14:53Z",
    "title_canon_sha256": "3edb015ef4aff771193e7ec210d2667849b23edf0b048224be0097063eb270da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.19309",
    "kind": "arxiv",
    "version": 1
  }
}