Pith Number

pith:PGGMDDOC

pith:2022:PGGMDDOCG5ND2B4YCCLRYUVFRA

not attested not anchored not stored refs pending

Distributed Reinforcement Learning for Robot Teams: A Review

Guillaume Sartoretti, Mehul Damani, Pamela Wang, Yuhong Cao, Yutong Wang

arxiv:2204.03516 v1 · 2022-04-07 · cs.RO · 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{PGGMDDOCG5ND2B4YCCLRYUVFRA}

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

Achieving Collective Welfare in Multi-Agent Reinforcement Learning via Suggestion Sharing

Receipt and verification

First computed	2026-07-05T04:12:31.112698Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

798cc18dc2375a3d079810971c52a5880639254310354025b6cd6e79237aea4b

Aliases

arxiv: 2204.03516 · arxiv_version: 2204.03516v1 · doi: 10.48550/arxiv.2204.03516 · pith_short_12: PGGMDDOCG5ND · pith_short_16: PGGMDDOCG5ND2B4Y · pith_short_8: PGGMDDOC

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/PGGMDDOCG5ND2B4YCCLRYUVFRA \
  | 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: 798cc18dc2375a3d079810971c52a5880639254310354025b6cd6e79237aea4b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ce46e08d25effcc4e14c7fafb358b8575e2ca420b5cf74751630815c79688ae",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2022-04-07T15:34:19Z",
    "title_canon_sha256": "5127b61d56eb53342c99cfaf69c131a67b419feeb26abcd987cda31cc0a5d4a7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.03516",
    "kind": "arxiv",
    "version": 1
  }
}