Pith Number

pith:467AE6JE

pith:2025:467AE6JEMJFL5HEPZ4KAP637MG

not attested not anchored not stored refs pending

Synergizing Reinforcement Learning and Genetic Algorithms for Neural Combinatorial Optimization

Jian Cheng, Junliang Xing, Kai Li, Shengda Gu, Yifan Zhang

arxiv:2506.09404 v1 · 2025-06-11 · cs.LG · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{467AE6JEMJFL5HEPZ4KAP637MG}

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	2026-07-05T11:19:54.357956Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e7be027924624abe9c8fcf1407fb7f61b8abb039ab82d1eb55b6d8e88f7863b5

Aliases

arxiv: 2506.09404 · arxiv_version: 2506.09404v1 · doi: 10.48550/arxiv.2506.09404 · pith_short_12: 467AE6JEMJFL · pith_short_16: 467AE6JEMJFL5HEP · pith_short_8: 467AE6JE

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/467AE6JEMJFL5HEPZ4KAP637MG \
  | 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: e7be027924624abe9c8fcf1407fb7f61b8abb039ab82d1eb55b6d8e88f7863b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "303f577b1819eb26eed4908baa319166f820a7967dcc5b026857032d23227a18",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-11T05:17:30Z",
    "title_canon_sha256": "e85ce48e3441f35786db15e8905abcd612f0adff1b3993a614b818d6126e7e84"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.09404",
    "kind": "arxiv",
    "version": 1
  }
}