Pith Number

pith:OFGEU7XI

pith:2024:OFGEU7XIBYMWSRX5GWEGCZGENH

not attested not anchored not stored refs pending

Efficient Reinforcement Learning in Probabilistic Reward Machines

Xiaofeng Lin, Xuezhou Zhang

arxiv:2408.10381 v1 · 2024-08-19 · stat.ML · cs.AI · 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{OFGEU7XIBYMWSRX5GWEGCZGENH}

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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

Physics-Informed Reward Machines

Receipt and verification

First computed	2026-07-05T08:57:11.078255Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

714c4a7ee80e196946fd35886164c469fbaa23d7847e36f9163d8e3a1eb77e5d

Aliases

arxiv: 2408.10381 · arxiv_version: 2408.10381v1 · doi: 10.48550/arxiv.2408.10381 · pith_short_12: OFGEU7XIBYMW · pith_short_16: OFGEU7XIBYMWSRX5 · pith_short_8: OFGEU7XI

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/OFGEU7XIBYMWSRX5GWEGCZGENH \
  | 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: 714c4a7ee80e196946fd35886164c469fbaa23d7847e36f9163d8e3a1eb77e5d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78dc86b7ad7df83b1722bbd2dec670f0a6f6fc446f9131fa853941cd55cbb425",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-08-19T19:51:53Z",
    "title_canon_sha256": "4c6ffbb4979785e7db2741e801334e0a3faf5d0b62e69edb79d6caf9953ccb75"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.10381",
    "kind": "arxiv",
    "version": 1
  }
}