Pith Number

pith:MSVJXQD5

pith:2024:MSVJXQD54RBYW4KZU25F6QMJIU

not attested not anchored not stored refs pending

Investigating Generalization Behaviours of Generative Flow Networks

Emmanuel Bengio, Lazar Atanackovic

arxiv:2402.05309 v2 · 2024-02-07 · 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{MSVJXQD54RBYW4KZU25F6QMJIU}

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

Beyond the Proxy: Trajectory-Distilled Guidance for Offline GFlowNet Training

Receipt and verification

First computed	2026-07-05T10:49:43.167396Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64aa9bc07de4438b7159a6ba5f4189450225541847666a8ad7825db21f71ea54

Aliases

arxiv: 2402.05309 · arxiv_version: 2402.05309v2 · doi: 10.48550/arxiv.2402.05309 · pith_short_12: MSVJXQD54RBY · pith_short_16: MSVJXQD54RBYW4KZ · pith_short_8: MSVJXQD5

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/MSVJXQD54RBYW4KZU25F6QMJIU \
  | 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: 64aa9bc07de4438b7159a6ba5f4189450225541847666a8ad7825db21f71ea54

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6f11082cb3f316ba4e72287cfcfc5fc6588aff2518c7e1dd68f4e18f0961664",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-07T23:02:53Z",
    "title_canon_sha256": "fed12259dd60ce2b784384af83ef54a2fac88ff0751d4d9b2acf88eec722cc1b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.05309",
    "kind": "arxiv",
    "version": 2
  }
}