Pith Number

pith:U5MQWD7V

pith:2024:U5MQWD7VA2ZUCKDIW7MEQAD46P

not attested not anchored not stored refs pending

Enhancing Reinforcement Learning Agents with Local Guides

Bogdan Robu, Christophe Prieur, Ludovic Dos Santos, Merwan Barlier, Paul Daoudi

arxiv:2402.13930 v1 · 2024-02-21 · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U5MQWD7VA2ZUCKDIW7MEQAD46P}

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	2026-07-05T08:43:53.339463Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a7590b0ff506b3412868b7d848007cf3df528b01ae0ee51c995bad133975ca88

Aliases

arxiv: 2402.13930 · arxiv_version: 2402.13930v1 · doi: 10.48550/arxiv.2402.13930 · pith_short_12: U5MQWD7VA2ZU · pith_short_16: U5MQWD7VA2ZUCKDI · pith_short_8: U5MQWD7V

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/U5MQWD7VA2ZUCKDIW7MEQAD46P \
  | 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: a7590b0ff506b3412868b7d848007cf3df528b01ae0ee51c995bad133975ca88

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "02926e52bd49e19b6ef099104e877f92c714e5948c9cb10079cbb610e4ec005c",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-21T16:52:26Z",
    "title_canon_sha256": "a9c3b0c13c6b6a6cd0fdf4181b43cf967f923765a649e247f325660ba94e1784"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.13930",
    "kind": "arxiv",
    "version": 1
  }
}