Pith Number

pith:V4B3K5NL

pith:2018:V4B3K5NL7H5PFCUSMI5DA2PJ62

not attested not anchored not stored refs pending

Learning when to Communicate at Scale in Multiagent Cooperative and Competitive Tasks

Amanpreet Singh, Sainbayar Sukhbaatar, Tushar Jain

arxiv:1812.09755 v1 · 2018-12-23 · cs.LG · cs.AI · cs.MA · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V4B3K5NL7H5PFCUSMI5DA2PJ62}

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

4 papers in Pith

PIMbot: A Self-Adaptive Attack Framework for Adversarial Manipulation of Multi-Robot Reinforcement Learning

Asynchronous Cooperative Multi-Agent Reinforcement Learning with Limited Communication

Why Do Multi-Agent LLM Systems Fail?

On-Orbit Space AI: Federated, Multi-Agent, and Collaborative Algorithms for Satellite Constellations

Receipt and verification

First computed	2026-05-17T23:57:26.903978Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af03b575abf9faf28a92623a3069e9f68f51db84ab946ca0142d3ccee9d6e9d5

Aliases

arxiv: 1812.09755 · arxiv_version: 1812.09755v1 · doi: 10.48550/arxiv.1812.09755 · pith_short_12: V4B3K5NL7H5P · pith_short_16: V4B3K5NL7H5PFCUS · pith_short_8: V4B3K5NL

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/V4B3K5NL7H5PFCUSMI5DA2PJ62 \
  | 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: af03b575abf9faf28a92623a3069e9f68f51db84ab946ca0142d3ccee9d6e9d5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "79893914313801169b4160f8780f1864385980ae9d592aca7b10f0f39f08e597",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-12-23T19:07:36Z",
    "title_canon_sha256": "1f6a144a5c359482f05eb53d1a24b7c15105741910a916f3be05c037c05af058"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.09755",
    "kind": "arxiv",
    "version": 1
  }
}