Pith Number

pith:NFQB5SRK

pith:2022:NFQB5SRKRU4FCLV7MAH7H37TBO

not attested not anchored not stored refs pending

The Dynamics of Q-learning in Population Games: a Physics-Inspired Continuity Equation Model

Chin-wing Leung, Harold Soh, Ho-fung Leung, Shuyue Hu

arxiv:2203.01500 v1 · 2022-03-03 · cs.MA

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NFQB5SRKRU4FCLV7MAH7H37TBO}

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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

2 papers in Pith

The Dynamics of Policy Gradient in Social Dilemmas with Partner Selection

Receipt and verification

First computed	2026-07-05T04:01:48.575559Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

69601eca2a8d38512ebf600ff3eff30b87612f153e004ff32437842fcdfcb810

Aliases

arxiv: 2203.01500 · arxiv_version: 2203.01500v1 · doi: 10.48550/arxiv.2203.01500 · pith_short_12: NFQB5SRKRU4F · pith_short_16: NFQB5SRKRU4FCLV7 · pith_short_8: NFQB5SRK

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/NFQB5SRKRU4FCLV7MAH7H37TBO \
  | 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: 69601eca2a8d38512ebf600ff3eff30b87612f153e004ff32437842fcdfcb810

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6f80d7abf450b8ee566accc9b227d8cda561794981d0a88f6a3b0757ee6a7cee",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2022-03-03T03:22:38Z",
    "title_canon_sha256": "3fb6d3b93932b908d5c50dd18f9ce500eac1ebfcb558f0878f068cd47ea66c79"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.01500",
    "kind": "arxiv",
    "version": 1
  }
}