Pith Number

pith:4A6F6QLS

pith:2022:4A6F6QLSVNM2A3P5VFIQVV2X4S

not attested not anchored not stored refs pending

Multi-Agent Distributed Reinforcement Learning for Making Decentralized Offloading Decisions

Artur Hecker, Holger Karl, Jing Tan, Ramin Khalili

arxiv:2204.02267 v1 · 2022-04-05 · cs.MA · cs.GT · 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{4A6F6QLSVNM2A3P5VFIQVV2X4S}

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	2026-07-05T04:33:34.258791Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e03c5f4172ab59a06dfda9510ad757e4b2d0fb7d46de41db89b1cd6c29239a77

Aliases

arxiv: 2204.02267 · arxiv_version: 2204.02267v1 · doi: 10.48550/arxiv.2204.02267 · pith_short_12: 4A6F6QLSVNM2 · pith_short_16: 4A6F6QLSVNM2A3P5 · pith_short_8: 4A6F6QLS

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/4A6F6QLSVNM2A3P5VFIQVV2X4S \
  | 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: e03c5f4172ab59a06dfda9510ad757e4b2d0fb7d46de41db89b1cd6c29239a77

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a588311e0acf87ecf52bbab5daa3c59d0b94f3b2095c5f904e59b1d2330030ef",
    "cross_cats_sorted": [
      "cs.GT",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2022-04-05T15:01:48Z",
    "title_canon_sha256": "e3b6c4df5879b90555093a47e091b906da69aefab822c348fa2f87d516c14c5a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.02267",
    "kind": "arxiv",
    "version": 1
  }
}