Pith Number

pith:Z4MXWFCP

pith:2025:Z4MXWFCPJ2GENNOXTVPVVKWKYE

not attested not anchored not stored refs pending

Thinking Beyond Visibility: A Near-Optimal Policy Framework for Locally Interdependent Multi-Agent MDPs

Alex DeWeese, Guannan Qu

arxiv:2506.04215 v1 · 2025-06-04 · cs.MA · cs.AI · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z4MXWFCPJ2GENNOXTVPVVKWKYE}

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

Revisiting Policy Gradients for Restricted Policy Classes: Escaping Myopic Local Optima with $k$-step Policy Gradients

Receipt and verification

First computed	2026-07-05T11:15:59.037384Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cf197b144f4e8c46b5d79d5f5aaacac133ef100d92a689e067f65d85d4d5244a

Aliases

arxiv: 2506.04215 · arxiv_version: 2506.04215v1 · doi: 10.48550/arxiv.2506.04215 · pith_short_12: Z4MXWFCPJ2GE · pith_short_16: Z4MXWFCPJ2GENNOX · pith_short_8: Z4MXWFCP

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/Z4MXWFCPJ2GENNOXTVPVVKWKYE \
  | 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: cf197b144f4e8c46b5d79d5f5aaacac133ef100d92a689e067f65d85d4d5244a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0d8a81a2b20bdce3e77ff44cdd384c78b4b383c1670c0bb4fe61ebd4938c9833",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-06-04T17:57:30Z",
    "title_canon_sha256": "8793ca176ba40e303d96526b683e8fa171439b2e2b10ed4c1f1bd0199ce4c5e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.04215",
    "kind": "arxiv",
    "version": 1
  }
}