Pith Number

pith:PAR2FVOZ

pith:2024:PAR2FVOZBMZ7ABKIYKNHOX2FXE

not attested not anchored not stored refs pending

Improving GFlowNets with Monte Carlo Tree Search

Alexey Naumov, Daniil Tiapkin, Dmitry Vetrov, Nikita Morozov, Sergey Samsonov

arxiv:2406.13655 v1 · 2024-06-19 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PAR2FVOZBMZ7ABKIYKNHOX2FXE}

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	2026-07-05T08:34:32.803196Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7823a2d5d90b33f00548c29a775f45b922932ecc363e54323cc8ea35c38ef31d

Aliases

arxiv: 2406.13655 · arxiv_version: 2406.13655v1 · doi: 10.48550/arxiv.2406.13655 · pith_short_12: PAR2FVOZBMZ7 · pith_short_16: PAR2FVOZBMZ7ABKI · pith_short_8: PAR2FVOZ

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/PAR2FVOZBMZ7ABKIYKNHOX2FXE \
  | 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: 7823a2d5d90b33f00548c29a775f45b922932ecc363e54323cc8ea35c38ef31d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19454ad883ae1239e5a143a2d4c7e3d4a6e384fe928a3b6ad9e39ffacb8be3df",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-19T15:58:35Z",
    "title_canon_sha256": "5080fbdbf0b976486e2fcb91fc8e6505219103334077f6001435e7e18926ec2e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.13655",
    "kind": "arxiv",
    "version": 1
  }
}