Pith Number

pith:A2EZBORB

pith:2020:A2EZBORBEINK4QFRUKGSMEJAGF

not attested not anchored not stored refs pending

Making Sense of Reinforcement Learning and Probabilistic Inference

Brendan O'Donoghue, Catalin Ionescu, Ian Osband

arxiv:2001.00805 v3 · 2020-01-03 · 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{A2EZBORBEINK4QFRUKGSMEJAGF}

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

Multi-Agent Coordination Adaptation via Structure-Guided Orchestration

Receipt and verification

First computed	2026-07-05T01:49:01.268943Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

068990ba21221aae40b1a28d2611203153e99e023d662455a9952b75eb49a197

Aliases

arxiv: 2001.00805 · arxiv_version: 2001.00805v3 · doi: 10.48550/arxiv.2001.00805 · pith_short_12: A2EZBORBEINK · pith_short_16: A2EZBORBEINK4QFR · pith_short_8: A2EZBORB

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/A2EZBORBEINK4QFRUKGSMEJAGF \
  | 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: 068990ba21221aae40b1a28d2611203153e99e023d662455a9952b75eb49a197

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2ef4095e72db85bc697bc92eb17c1d2fc61a074cddbd0e23a8072854e954083",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-01-03T12:50:42Z",
    "title_canon_sha256": "ac3b840d73eac0455de4bc6626dfa0d3e0e92c6aaca933cdf746729f56b3b432"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.00805",
    "kind": "arxiv",
    "version": 3
  }
}