Pith Number

pith:CCA735B2

pith:2024:CCA735B2MKEUOSBYZXC2CLILJW

not attested not anchored not stored refs pending

Generalising Multi-Agent Cooperation through Task-Agnostic Communication

Amanda Prorok, Dulhan Jayalath, Steven Morad

arxiv:2403.06750 v1 · 2024-03-11 · cs.MA · cs.LG · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CCA735B2MKEUOSBYZXC2CLILJW}

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

1 paper in Pith

SCALE-COMM: Shared, Contrastively-Aligned Latent Embeddings for MARL Communication

Receipt and verification

First computed	2026-07-05T07:54:42.106191Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1081fdf43a6289474838cdc5a12d0b4d896db8c103971fecc492903bb04033db

Aliases

arxiv: 2403.06750 · arxiv_version: 2403.06750v1 · doi: 10.48550/arxiv.2403.06750 · pith_short_12: CCA735B2MKEU · pith_short_16: CCA735B2MKEUOSBY · pith_short_8: CCA735B2

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/CCA735B2MKEUOSBYZXC2CLILJW \
  | 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: 1081fdf43a6289474838cdc5a12d0b4d896db8c103971fecc492903bb04033db

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "92edea91784d3c86fe8816b70659d775295dc1de19f8d1296f950334821f4ce6",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-03-11T14:20:13Z",
    "title_canon_sha256": "ac7bac9dd25f5bb914018cb746cb768dd1a4aa5a28a50c25c02ad519d643d668"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.06750",
    "kind": "arxiv",
    "version": 1
  }
}