Pith Number

pith:O7VLW5QU

pith:2011:O7VLW5QUUOHJDCLPUN23V7E2EW

not attested not anchored not stored refs pending

Dynamics of Boltzmann Q-Learning in Two-Player Two-Action Games

Aram Galstyan, Ardeshir Kianercy

arxiv:1109.1528 v3 · 2011-09-07 · cs.GT · cs.LG · cs.MA · nlin.AO · q-bio.PE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O7VLW5QUUOHJDCLPUN23V7E2EW}

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	2026-05-18T03:18:18.782830Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77eabb7614a38e91896fa375bafc9a25bb8ae240070938ef51add89f8e5ef94d

Aliases

arxiv: 1109.1528 · arxiv_version: 1109.1528v3 · doi: 10.48550/arxiv.1109.1528 · pith_short_12: O7VLW5QUUOHJ · pith_short_16: O7VLW5QUUOHJDCLP · pith_short_8: O7VLW5QU

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/O7VLW5QUUOHJDCLPUN23V7E2EW \
  | 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: 77eabb7614a38e91896fa375bafc9a25bb8ae240070938ef51add89f8e5ef94d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ce20b666ee5f4f448bba1943920950e98d676aed1c678c6c0081d1d2e47a21c",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA",
      "nlin.AO",
      "q-bio.PE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2011-09-07T18:21:39Z",
    "title_canon_sha256": "4eb355370797259484bd28214858619baf00cfb5fa529ece708e1e34cf0247e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1109.1528",
    "kind": "arxiv",
    "version": 3
  }
}