Pith Number

pith:53XSQA62

pith:2025:53XSQA62FF4UAD76BXI44ZJUPE

not attested not anchored not stored refs pending

Generative Flow Networks: Theory and Applications to Structure Learning

Tristan Deleu

arxiv:2501.05498 v1 · 2025-01-09 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{53XSQA62FF4UAD76BXI44ZJUPE}

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

Your GFlowNet Secretly Learns an Optimal Transport Plan

Receipt and verification

First computed	2026-07-05T09:59:24.346976Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eeef2803da2979400ffe0dd1ce65347936a5dd04110daf8fbc99ea342cc52479

Aliases

arxiv: 2501.05498 · arxiv_version: 2501.05498v1 · doi: 10.48550/arxiv.2501.05498 · pith_short_12: 53XSQA62FF4U · pith_short_16: 53XSQA62FF4UAD76 · pith_short_8: 53XSQA62

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/53XSQA62FF4UAD76BXI44ZJUPE \
  | 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: eeef2803da2979400ffe0dd1ce65347936a5dd04110daf8fbc99ea342cc52479

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c7d980b8b70ecd208e28dbcdd83c8e357dfb87d6cc176c0c1ca04663063d257",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-09T17:47:17Z",
    "title_canon_sha256": "e8e0a623892c19c480beff5eddd8360bd380c899b712fa7510e002df83a3242b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.05498",
    "kind": "arxiv",
    "version": 1
  }
}