Pith Number

pith:3BD7ZFVR

pith:2019:3BD7ZFVRGNIZGXQE3YLHPZAPRC

not attested not anchored not stored refs pending

Off-Policy Actor-Critic with Shared Experience Replay

Karen Simonyan, Matteo Hessel, Simon Schmitt

arxiv:1909.11583 v2 · 2019-09-25 · 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{3BD7ZFVRGNIZGXQE3YLHPZAPRC}

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

Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model

Receipt and verification

First computed	2026-07-05T00:20:01.869510Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d847fc96b13351935e04de1677e40f88a3c3351ca8329d411fcbbc0798131e93

Aliases

arxiv: 1909.11583 · arxiv_version: 1909.11583v2 · doi: 10.48550/arxiv.1909.11583 · pith_short_12: 3BD7ZFVRGNIZ · pith_short_16: 3BD7ZFVRGNIZGXQE · pith_short_8: 3BD7ZFVR

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/3BD7ZFVRGNIZGXQE3YLHPZAPRC \
  | 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: d847fc96b13351935e04de1677e40f88a3c3351ca8329d411fcbbc0798131e93

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2386364c1c03638d01708632d0d8a416b5fe2bb4ebf66df1ee35816af79aafe1",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-09-25T16:20:46Z",
    "title_canon_sha256": "e825700c02bd93cd21ec58767538b6f209675f6e97f16932ee505c48650a506a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.11583",
    "kind": "arxiv",
    "version": 2
  }
}