Pith Number

pith:5OED3VLO

pith:2019:5OED3VLOFDLIZYJU5SWILH3NX6

not attested not anchored not stored refs pending

Leveraging Communication Topologies Between Learning Agents in Deep Reinforcement Learning

Abhimanyu Dubey, Alex Pentland, Anirudh Goyal, Dan Calacci, Dhaval Adjodah, Esteban Moro, Peter Krafft

arxiv:1902.06740 v2 · 2019-02-16 · cs.LG · 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{5OED3VLOFDLIZYJU5SWILH3NX6}

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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

Heterogeneous Policy Networks for Composite Robot Team Communication and Coordination

Receipt and verification

First computed	2026-07-05T00:47:37.170216Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eb883dd56e28d68ce134ecac859f6dbf8be9f91889101b41623c19af441d834a

Aliases

arxiv: 1902.06740 · arxiv_version: 1902.06740v2 · doi: 10.48550/arxiv.1902.06740 · pith_short_12: 5OED3VLOFDLI · pith_short_16: 5OED3VLOFDLIZYJU · pith_short_8: 5OED3VLO

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/5OED3VLOFDLIZYJU5SWILH3NX6 \
  | 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: eb883dd56e28d68ce134ecac859f6dbf8be9f91889101b41623c19af441d834a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fdacbbb7c7a126b247507b699f681c3d632403fee68604867b2fea7131e4ec88",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-02-16T19:54:52Z",
    "title_canon_sha256": "3c1d591d76eebc202a3aea51a0d519ed53629be64e383fef551e2425a198e984"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.06740",
    "kind": "arxiv",
    "version": 2
  }
}