Pith Number

pith:SRQ5EFAE

pith:2018:SRQ5EFAEM6LJMOGUJNTLMTFMRC

not attested not anchored not stored refs pending

Ranked Reward: Enabling Self-Play Reinforcement Learning for Combinatorial Optimization

Alain-Sam Cohen, Alexandre Laterre, Amine Kerkeni, David Kas, Karim Beguir, Karl Hajjar, Mohamed Khalil Jabri, Torbjorn S. Dahl, Yunguan Fu

arxiv:1807.01672 v3 · 2018-07-04 · cs.LG · cs.AI · 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{SRQ5EFAEM6LJMOGUJNTLMTFMRC}

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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

Diffusion Reinforcement Learning Based Online 3D Bin Packing Spatial Strategy Optimization

Receipt and verification

First computed	2026-05-17T23:58:52.657302Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9461d2140467969638d44b66b64cac8896077b35b9a629bda1c6f987c63a7463

Aliases

arxiv: 1807.01672 · arxiv_version: 1807.01672v3 · doi: 10.48550/arxiv.1807.01672 · pith_short_12: SRQ5EFAEM6LJ · pith_short_16: SRQ5EFAEM6LJMOGU · pith_short_8: SRQ5EFAE

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/SRQ5EFAEM6LJMOGUJNTLMTFMRC \
  | 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: 9461d2140467969638d44b66b64cac8896077b35b9a629bda1c6f987c63a7463

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0805f05319c6e2f46b4570add9f3f2ec9a921640d67ce84c2d8326bf7e9e7f8a",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-07-04T16:40:53Z",
    "title_canon_sha256": "66de93e455004590ba0c3a8ce7358ef1c822921a06e47832b6394f5fadb73cbf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.01672",
    "kind": "arxiv",
    "version": 3
  }
}