Pith Number

pith:DCYMT7SW

pith:2026:DCYMT7SWK3AGAVBWALA2AOLWMW

not attested not anchored not stored refs pending

Decentralized Multi-agent Reinforcement Learning for Resilient Critical Infrastructures

Evangelos Pournaras, Minghui Ding

arxiv:2607.18359 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{DCYMT7SWK3AGAVBWALA2AOLWMW}

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	2026-07-22T00:22:43.384285Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

18b0c9fe5656c060543602c1a03976658a8d51db34d48578b3da0310c6914b6f

Aliases

arxiv: 2607.18359 · arxiv_version: 2607.18359v1 · doi: 10.48550/arxiv.2607.18359 · pith_short_12: DCYMT7SWK3AG · pith_short_16: DCYMT7SWK3AGAVBW · pith_short_8: DCYMT7SW

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/DCYMT7SWK3AGAVBWALA2AOLWMW \
  | 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: 18b0c9fe5656c060543602c1a03976658a8d51db34d48578b3da0310c6914b6f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe9f4231db51821e34905d8d09eed6d5c77f5d33f285d92c52648ac86c4c8636",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2026-07-20T12:43:54Z",
    "title_canon_sha256": "ab6beeb18fded3fdd88a060285fcc0a94cf912532f6467ddf4ccb41cd0333b91"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.18359",
    "kind": "arxiv",
    "version": 1
  }
}