Pith Number

pith:R2NQGIKK

pith:2022:R2NQGIKKKEJNLE2KCTCCIOWTY6

not attested not anchored not stored refs pending

Generative Augmented Flow Networks

Aaron Courville, Dinghuai Zhang, Ling Pan, Longbo Huang, Yoshua Bengio

arxiv:2210.03308 v1 · 2022-10-07 · 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{R2NQGIKKKEJNLE2KCTCCIOWTY6}

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	2026-07-05T05:04:18.584980Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e9b03214a5112d5934a14c4243ad3c7827a072463b06c3629d45b9d66d1f191

Aliases

arxiv: 2210.03308 · arxiv_version: 2210.03308v1 · doi: 10.48550/arxiv.2210.03308 · pith_short_12: R2NQGIKKKEJN · pith_short_16: R2NQGIKKKEJNLE2K · pith_short_8: R2NQGIKK

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/R2NQGIKKKEJNLE2KCTCCIOWTY6 \
  | 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: 8e9b03214a5112d5934a14c4243ad3c7827a072463b06c3629d45b9d66d1f191

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd2a870eb03194055944f24cb4b04f63139f7538e13207091a671d6ee182d2ab",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-07T03:33:56Z",
    "title_canon_sha256": "438d5bd69f14bcd1898ff9e71c0c06bfb590ad3fe01c063e0cd9ccb1f217647e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.03308",
    "kind": "arxiv",
    "version": 1
  }
}