Pith Number

pith:FXYLMRVX

pith:2019:FXYLMRVXRGYIJLYC3PHO3E7LQJ

not attested not anchored not stored refs pending

Learning to Schedule Communication in Multi-agent Reinforcement Learning

Daewoo Kim, David Hostallero, Kyunghwan Son, Sangwoo Moon, Taeyoung Lee, Wan Ju Kang, Yung Yi

arxiv:1902.01554 v1 · 2019-02-05 · cs.AI · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FXYLMRVXRGYIJLYC3PHO3E7LQJ}

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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

3 papers in Pith

HiComm: Hierarchical Communication for Multi-agent Reinforcement Learning

Learning Multi-Agent Communication Protocol: Study on Information Entropy Efficiency in MARL

HiComm: Hierarchical Communication for Multi-agent Reinforcement Learning

Receipt and verification

First computed	2026-05-17T23:54:47.353990Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2df0b646b789b084af02dbceed93eb8252a0bdfbf193062493b4ddd6c9a66283

Aliases

arxiv: 1902.01554 · arxiv_version: 1902.01554v1 · doi: 10.48550/arxiv.1902.01554 · pith_short_12: FXYLMRVXRGYI · pith_short_16: FXYLMRVXRGYIJLYC · pith_short_8: FXYLMRVX

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/FXYLMRVXRGYIJLYC3PHO3E7LQJ \
  | 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: 2df0b646b789b084af02dbceed93eb8252a0bdfbf193062493b4ddd6c9a66283

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6af4169bfb6201e44fdde979b44994ca7e6a2a533421dfa4aa5210785b01a7e7",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2019-02-05T05:51:36Z",
    "title_canon_sha256": "3065d42ad425412afcb45ed49eb09be210fe988aaf118aff5dc89251c54dc656"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.01554",
    "kind": "arxiv",
    "version": 1
  }
}