Pith Number

pith:56SWTRMZ

pith:2022:56SWTRMZAIWO2DLJ2IPFV4I3TV

not attested not anchored not stored refs pending

DACOM: Learning Delay-Aware Communication for Multi-Agent Reinforcement Learning

Hwei-Ming Chung, Jie Yuan, Tingting Yuan, Xiaoming Fu

arxiv:2212.01619 v1 · 2022-12-03 · cs.MA · cs.LG · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{56SWTRMZAIWO2DLJ2IPFV4I3TV}

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

2 papers in Pith

Decoupled Delay Compensation: Enhancing Pre-trained MARL Policies via Learned Dynamics Filtering

Dynamic Generation of Multi-LLM Agents Communication Topologies with Graph Diffusion Models

Receipt and verification

First computed	2026-07-05T05:22:14.233025Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

efa569c599022ced0d69d21e5af11b9d4d9c63ae1b2a1ba89fca87938b5bceec

Aliases

arxiv: 2212.01619 · arxiv_version: 2212.01619v1 · doi: 10.48550/arxiv.2212.01619 · pith_short_12: 56SWTRMZAIWO · pith_short_16: 56SWTRMZAIWO2DLJ · pith_short_8: 56SWTRMZ

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/56SWTRMZAIWO2DLJ2IPFV4I3TV \
  | 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: efa569c599022ced0d69d21e5af11b9d4d9c63ae1b2a1ba89fca87938b5bceec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e83b8e6478267aceb8f8e7f3d49079dc8d763e5010da89e41770433dcc7e56f0",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2022-12-03T14:20:59Z",
    "title_canon_sha256": "7f8ffa7fca71670a47610dd323f202f00d13205d98d91453246d4b15b8f3ecc2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.01619",
    "kind": "arxiv",
    "version": 1
  }
}