Pith Number

pith:P53F4JUO

pith:2016:P53F4JUO65IMR6EZHQJLX4OCJO

not attested not anchored not stored refs pending

Learning to Communicate with Deep Multi-Agent Reinforcement Learning

Jakob N. Foerster, Nando de Freitas, Shimon Whiteson, Yannis M. Assael

arxiv:1605.06676 v2 · 2016-05-21 · 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{P53F4JUO65IMR6EZHQJLX4OCJO}

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

SimSiam Naming Game: A Unified Approach for Representation Learning and Emergent Communication

Receipt and verification

First computed	2026-05-18T01:13:46.725559Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f765e268ef750c8f8993c12bbf1c24b8d68d1e0689dd2315a39a4a9e629c773

Aliases

arxiv: 1605.06676 · arxiv_version: 1605.06676v2 · doi: 10.48550/arxiv.1605.06676 · pith_short_12: P53F4JUO65IM · pith_short_16: P53F4JUO65IMR6EZ · pith_short_8: P53F4JUO

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/P53F4JUO65IMR6EZHQJLX4OCJO \
  | 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: 7f765e268ef750c8f8993c12bbf1c24b8d68d1e0689dd2315a39a4a9e629c773

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd925d34c4c2d87b4068637b1c71301af5b18d7b1db76cddf0cdc8374ae77f34",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2016-05-21T17:20:04Z",
    "title_canon_sha256": "7bdd0f055b775a81243852a5726322ecfa92af2c1f326f926be8a0b1261d4b20"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1605.06676",
    "kind": "arxiv",
    "version": 2
  }
}