Pith Number

pith:VTEBSE6P

pith:2023:VTEBSE6P2QOHIYUMVO5WQK73SH

not attested not anchored not stored refs pending

Diffusion Generative Flow Samplers: Improving learning signals through partial trajectory optimization

Aaron Courville, Cheng-Hao Liu, Dinghuai Zhang, Ricky T. Q. Chen, Yoshua Bengio

arxiv:2310.02679 v3 · 2023-10-04 · cs.LG · cs.AI · stat.CO · stat.ME · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VTEBSE6P2QOHIYUMVO5WQK73SH}

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.

Receipt and verification

First computed	2026-07-05T07:54:04.426592Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

acc81913cfd41c74628cabbb682bfb91cbfbc8a3c2d9addcca4e5601b0335a29

Aliases

arxiv: 2310.02679 · arxiv_version: 2310.02679v3 · doi: 10.48550/arxiv.2310.02679 · pith_short_12: VTEBSE6P2QOH · pith_short_16: VTEBSE6P2QOHIYUM · pith_short_8: VTEBSE6P

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/VTEBSE6P2QOHIYUMVO5WQK73SH \
  | 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: acc81913cfd41c74628cabbb682bfb91cbfbc8a3c2d9addcca4e5601b0335a29

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e3526a6204b556e4e0623b94bf531b69b965c4adade16f4e55e1f74afc0a9ca4",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.CO",
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-04T09:39:05Z",
    "title_canon_sha256": "35ecc48de644dc9accc3e7744637059690892c3349c40569eecab62aa723ec45"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.02679",
    "kind": "arxiv",
    "version": 3
  }
}