Pith Number

pith:AZJAQCML

pith:2018:AZJAQCMLQYOZ5NHXWF7RLFNR6G

not attested not anchored not stored refs pending

Floyd-Warshall Reinforcement Learning: Learning from Past Experiences to Reach New Goals

Jason J. Corso, Jeffrey M. Siskind, Shurjo Banerjee, Vikas Dhiman

arxiv:1809.09318 v4 · 2018-09-25 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{AZJAQCMLQYOZ5NHXWF7RLFNR6G}

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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

Training Language Models to Self-Correct via Reinforcement Learning

Receipt and verification

First computed	2026-05-17T23:56:52.864970Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

065208098b861d9eb4f7b17f1595b1f1b5836ec3a92fb4e91b7619b29ba18010

Aliases

arxiv: 1809.09318 · arxiv_version: 1809.09318v4 · doi: 10.48550/arxiv.1809.09318 · pith_short_12: AZJAQCMLQYOZ · pith_short_16: AZJAQCMLQYOZ5NHX · pith_short_8: AZJAQCML

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/AZJAQCMLQYOZ5NHXWF7RLFNR6G \
  | 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: 065208098b861d9eb4f7b17f1595b1f1b5836ec3a92fb4e91b7619b29ba18010

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d13e4bb3a6bc594b055ee800851c4474d107a7d5f232ab1530e3b08b6543d8a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-09-25T05:09:32Z",
    "title_canon_sha256": "c6330fe1f62620baabe249ae97f70e9ba1a93eca3ee17b9988b92247d61ab119"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1809.09318",
    "kind": "arxiv",
    "version": 4
  }
}