Pith Number

pith:EMCXRTXZ

pith:2020:EMCXRTXZI35VOWDLKDYYLFDI7D

not attested not anchored not stored refs pending

The Advantage Regret-Matching Actor-Critic

Audr\=unas Gruslys, Dustin Morrill, Finbarr Timbers, Jean-Baptiste Lespiau, John Schultz, Julien Perolat, Karl Tuyls, Marc Lanctot, Martin Schmid, Michael Bowling, Mohammad Gheshlaghi Azar, R\'emi Munos, Vinicius Zambaldi

arxiv:2008.12234 v1 · 2020-08-27 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EMCXRTXZI35VOWDLKDYYLFDI7D}

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	2026-07-05T01:31:04.107724Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

230578cef946fb57586b50f1859468f8c7023c18f60083786e7d77dd8584f4be

Aliases

arxiv: 2008.12234 · arxiv_version: 2008.12234v1 · doi: 10.48550/arxiv.2008.12234 · pith_short_12: EMCXRTXZI35V · pith_short_16: EMCXRTXZI35VOWDL · pith_short_8: EMCXRTXZ

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/EMCXRTXZI35VOWDLKDYYLFDI7D \
  | 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: 230578cef946fb57586b50f1859468f8c7023c18f60083786e7d77dd8584f4be

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9b78aaa841635242a8319b84ba9742443118793cef31f8ad7accc10b9bbb9b50",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2020-08-27T16:30:17Z",
    "title_canon_sha256": "b787660052535a0debd148f4ad3d984ff47280bbf1fb4ba65a9009f03d1c9601"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2008.12234",
    "kind": "arxiv",
    "version": 1
  }
}