Pith Number

pith:HFN4DNYS

pith:2026:HFN4DNYS4Q2AKQMW5XFUIMPL27

not attested not anchored not stored refs pending

Scalable Policy Optimization for Networked Multi-Agent Reinforcement Learning with Continuous State-Action Spaces

Dongming Wang, Pengcheng Dai, Wei Ren, Wenwu Yu

arxiv:2607.18554 v1 · 2026-07-20 · cs.MA · 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{HFN4DNYS4Q2AKQMW5XFUIMPL27}

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	2026-07-22T00:22:54.090390Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

395bc1b712e434054196edcb4431ebd7c8d5b50cbb4b4eda1675b54e5a21c52b

Aliases

arxiv: 2607.18554 · arxiv_version: 2607.18554v1 · doi: 10.48550/arxiv.2607.18554 · pith_short_12: HFN4DNYS4Q2A · pith_short_16: HFN4DNYS4Q2AKQMW · pith_short_8: HFN4DNYS

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/HFN4DNYS4Q2AKQMW5XFUIMPL27 \
  | 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: 395bc1b712e434054196edcb4431ebd7c8d5b50cbb4b4eda1675b54e5a21c52b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6cd5370911563d6dc078bf4d4e3c96ae19fab0acfcba50031fd509450b966db3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2026-07-20T22:41:43Z",
    "title_canon_sha256": "b3f3ff74ba54d7c0ac9b9516d7d1bec35a5770c984b87274ffaf37fb1136c7f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.18554",
    "kind": "arxiv",
    "version": 1
  }
}