Pith Number

pith:A2Z5FYFP

pith:2020:A2Z5FYFPHOR2S5R7HJXE3XPOCY

not attested not anchored not stored refs pending

Model Free Reinforcement Learning Algorithm for Stationary Mean field Equilibrium for Multiple Types of Agents

Arnob Ghosh, Vaneet Aggarwal

arxiv:2012.15377 v1 · 2020-12-31 · cs.MA · cs.AI · cs.GT · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{A2Z5FYFPHOR2S5R7HJXE3XPOCY}

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

Meta-Inverse Reinforcement Learning for Mean Field Games via Probabilistic Context Variables

Receipt and verification

First computed	2026-07-05T02:03:17.850561Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

06b3d2e0af3ba3a9763f3a6e4dddee16263aee2393c571eda36785c0ed989086

Aliases

arxiv: 2012.15377 · arxiv_version: 2012.15377v1 · doi: 10.48550/arxiv.2012.15377 · pith_short_12: A2Z5FYFPHOR2 · pith_short_16: A2Z5FYFPHOR2S5R7 · pith_short_8: A2Z5FYFP

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/A2Z5FYFPHOR2S5R7HJXE3XPOCY \
  | 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: 06b3d2e0af3ba3a9763f3a6e4dddee16263aee2393c571eda36785c0ed989086

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e71d7b2026ab52b8008cf89a4d3bcf27068b84209e43620e3735a010a7a2d8eb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT",
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2020-12-31T00:12:46Z",
    "title_canon_sha256": "6dd7b0252d8b9ef670b77d24fc91d3ebe69907397dd09e50914d32de5307d516"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.15377",
    "kind": "arxiv",
    "version": 1
  }
}