Pith Number

pith:2QMQPERV

pith:2023:2QMQPERVUHBOUGULEJVBZTDPLG

not attested not anchored not stored refs pending

Acceleration in Policy Optimization

Arthur Guez, Doina Precup, Sebastian Flennerhag, Tom Zahavy, Veronica Chelu

arxiv:2306.10587 v2 · 2023-06-18 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2QMQPERVUHBOUGULEJVBZTDPLG}

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	2026-07-05T06:48:09.035902Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d419079235a1c2ea1a8b226a1ccc6f598abe4094daa99a1ea94c5f3f01b51929

Aliases

arxiv: 2306.10587 · arxiv_version: 2306.10587v2 · doi: 10.48550/arxiv.2306.10587 · pith_short_12: 2QMQPERVUHBO · pith_short_16: 2QMQPERVUHBOUGUL · pith_short_8: 2QMQPERV

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/2QMQPERVUHBOUGULEJVBZTDPLG \
  | 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: d419079235a1c2ea1a8b226a1ccc6f598abe4094daa99a1ea94c5f3f01b51929

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c911a975bd9642daf43c74a76b2250b93c468a7ab5743f48ea2bdaa0e33b09f",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-18T15:50:57Z",
    "title_canon_sha256": "f34a058f9dc0cef2f21b5328b5c9ad501fcd7e62249b7653a31e346f20b1e20d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.10587",
    "kind": "arxiv",
    "version": 2
  }
}