Pith Number

pith:6G6YEIN2

pith:2023:6G6YEIN2K5VCZ3GJOFZBO32UMJ

not attested not anchored not stored refs pending

Learning Multi-Agent Communication with Contrastive Learning

Biswa Sengupta, Jakob Foerster, Michael Noukhovitch, Yat Long Lo

arxiv:2307.01403 v3 · 2023-07-03 · cs.AI · 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{6G6YEIN2K5VCZ3GJOFZBO32UMJ}

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

3 papers in Pith

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

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

Cost-Effective Communication: An Auction-based Method for Language Agent Interaction

Receipt and verification

First computed	2026-07-05T07:40:22.034595Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f1bd8221ba576a2cecc97172176f54625c2033d62249328e97a02fb8b0d92832

Aliases

arxiv: 2307.01403 · arxiv_version: 2307.01403v3 · doi: 10.48550/arxiv.2307.01403 · pith_short_12: 6G6YEIN2K5VC · pith_short_16: 6G6YEIN2K5VCZ3GJ · pith_short_8: 6G6YEIN2

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/6G6YEIN2K5VCZ3GJOFZBO32UMJ \
  | 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: f1bd8221ba576a2cecc97172176f54625c2033d62249328e97a02fb8b0d92832

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "455adc91efdf0e96dc066d3e185a0bc2022cfdf068aad4b49ccb95467417bc0d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-07-03T23:51:05Z",
    "title_canon_sha256": "734de287a1525ceec088b8fa635904829f9348669d269ea5bf40e19c73c4635f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.01403",
    "kind": "arxiv",
    "version": 3
  }
}