Pith Number

pith:VZI4VXVQ

pith:2021:VZI4VXVQ7PRQMDXSUTZHDD4VUM

not attested not anchored not stored refs pending

Model-Free Learning for Two-Player Zero-Sum Partially Observable Markov Games with Perfect Recall

Michal Valko, Pierre M\'enard, R\'emi Munos, Tadashi Kozuno

arxiv:2106.06279 v1 · 2021-06-11 · stat.ML · 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{VZI4VXVQ7PRQMDXSUTZHDD4VUM}

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

Differential Privacy in the Extensive-Form Bandit Problem

Receipt and verification

First computed	2026-07-05T02:48:28.334353Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae51cadeb0fbe3060ef2a4f2718f95a33813bd267fbc83cf3a3313751697dbea

Aliases

arxiv: 2106.06279 · arxiv_version: 2106.06279v1 · doi: 10.48550/arxiv.2106.06279 · pith_short_12: VZI4VXVQ7PRQ · pith_short_16: VZI4VXVQ7PRQMDXS · pith_short_8: VZI4VXVQ

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/VZI4VXVQ7PRQMDXSUTZHDD4VUM \
  | 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: ae51cadeb0fbe3060ef2a4f2718f95a33813bd267fbc83cf3a3313751697dbea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c3c319fd23910886b9089c739aeb1114428767cd9f48500bd5f2c826bd828774",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-06-11T09:51:29Z",
    "title_canon_sha256": "6a054efba35b336f7ca64827a51fd36d59e560384b437dcf2091a73d6886e406"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.06279",
    "kind": "arxiv",
    "version": 1
  }
}