Pith Number

pith:PXBGQVWA

pith:2023:PXBGQVWABU5L7ULY6TTNPO7DPR

not attested not anchored not stored refs pending

On the Role of Emergent Communication for Social Learning in Multi-Agent Reinforcement Learning

Huao Li, Katia Sycara, Seth Karten, Siva Kailas

arxiv:2302.14276 v1 · 2023-02-28 · cs.LG · cs.AI · 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{PXBGQVWABU5L7ULY6TTNPO7DPR}

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	2026-07-05T05:46:42.876105Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7dc26856c00d3abfd178f4e6d7bbe37c61a25aee0946c2bbe14abdc5585418c5

Aliases

arxiv: 2302.14276 · arxiv_version: 2302.14276v1 · doi: 10.48550/arxiv.2302.14276 · pith_short_12: PXBGQVWABU5L · pith_short_16: PXBGQVWABU5L7ULY · pith_short_8: PXBGQVWA

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/PXBGQVWABU5L7ULY6TTNPO7DPR \
  | 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: 7dc26856c00d3abfd178f4e6d7bbe37c61a25aee0946c2bbe14abdc5585418c5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d341712794fab6e9001b65d1e6f17524abb5062e14309bab68cc68a9497c7c00",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-28T03:23:27Z",
    "title_canon_sha256": "f5fea9cd543dd844b08d364b73a6bf02d6db89479724bfdb40af2e3e7450fb60"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.14276",
    "kind": "arxiv",
    "version": 1
  }
}