Pith Number

pith:BEGFIHKC

pith:2023:BEGFIHKCFNJTDG5IFM45LPCOF4

not attested not anchored not stored refs pending

Clustered Policy Decision Ranking

Hana Chockler, Mark Levin

arxiv:2311.12970 v2 · 2023-11-21 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BEGFIHKCFNJTDG5IFM45LPCOF4}

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.

Cited by

1 paper in Pith

Perspectives for Direct Interpretability in Multi-Agent Deep Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:12:46.362627Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

090c541d422b53319ba82b39d5bc4e2f190f779093d517081d4ed23fcb8d8940

Aliases

arxiv: 2311.12970 · arxiv_version: 2311.12970v2 · doi: 10.48550/arxiv.2311.12970 · pith_short_12: BEGFIHKCFNJT · pith_short_16: BEGFIHKCFNJTDG5I · pith_short_8: BEGFIHKC

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/BEGFIHKCFNJTDG5IFM45LPCOF4 \
  | 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: 090c541d422b53319ba82b39d5bc4e2f190f779093d517081d4ed23fcb8d8940

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "72ec785f8fa9e52b9cc29ba74a1ee7a8966281c607d1d3ea4469ff18fcd6ac02",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-21T20:16:02Z",
    "title_canon_sha256": "99e8ccc73cf997ddfb61161a8abd9444386dd394f49c579d74c1ea08b98d505e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.12970",
    "kind": "arxiv",
    "version": 2
  }
}