Pith Number

pith:K7SMXBUO

pith:2023:K7SMXBUONCYS7EC2SZZ4OOTUNG

not attested not anchored not stored refs pending

X-RLflow: Graph Reinforcement Learning for Neural Network Subgraphs Transformation

Eiko Yoneki, Guoliang He, Sean Parker

arxiv:2304.14698 v1 · 2023-04-28 · 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{K7SMXBUONCYS7EC2SZZ4OOTUNG}

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

Pearl: Automatic Code Optimization Using Deep Reinforcement Learning

Receipt and verification

First computed	2026-07-05T06:05:20.184299Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57e4cb868e68b12f905a9673c73a7469ad069946d343df96e8112d40230536bd

Aliases

arxiv: 2304.14698 · arxiv_version: 2304.14698v1 · doi: 10.48550/arxiv.2304.14698 · pith_short_12: K7SMXBUONCYS · pith_short_16: K7SMXBUONCYS7EC2 · pith_short_8: K7SMXBUO

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/K7SMXBUONCYS7EC2SZZ4OOTUNG \
  | 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: 57e4cb868e68b12f905a9673c73a7469ad069946d343df96e8112d40230536bd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b2134f2fe3ff2248cba0dfb53e991165e2fcba3ea273566c6a36b126d7845db6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-28T09:06:18Z",
    "title_canon_sha256": "aacdc8aa1d8687b17d022baaf9e7af3ff6acbda1fb4cf6f8d352b783a3d65e54"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.14698",
    "kind": "arxiv",
    "version": 1
  }
}