Pith Number

pith:XT7ZR7UN

pith:2020:XT7ZR7UNLWSL65EHPMTC6QIVJT

not attested not anchored not stored refs pending

Revisiting Parameter Sharing in Multi-Agent Deep Reinforcement Learning

Aakriti Agrawal, Benjamin Black, J. K. Terry, Nathaniel Grammel, Sanghyun Son

arxiv:2005.13625 v8 · 2020-05-27 · cs.LG · cs.AI · cs.MA · 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{XT7ZR7UNLWSL65EHPMTC6QIVJT}

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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

5 papers in Pith

DelAC: A Multi-agent Reinforcement Learning of Team-Symmetric Stochastic Games

Events as Triggers for Behavioral Diversity in Multi-Agent Reinforcement Learning

SpecRLBench: A Benchmark for Generalization in Specification-Guided Reinforcement Learning

Randomness is sometimes necessary for coordination

Receipt and verification

First computed	2026-07-05T07:07:01.870461Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bcff98fe8d5da4bf74877b262f41154cf8ce34ce435b663d01b850cac49f2e2b

Aliases

arxiv: 2005.13625 · arxiv_version: 2005.13625v8 · doi: 10.48550/arxiv.2005.13625 · pith_short_12: XT7ZR7UNLWSL · pith_short_16: XT7ZR7UNLWSL65EH · pith_short_8: XT7ZR7UN

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/XT7ZR7UNLWSL65EHPMTC6QIVJT \
  | 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: bcff98fe8d5da4bf74877b262f41154cf8ce34ce435b663d01b850cac49f2e2b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "12cc01345608123ce6b977193651c1cdfd461183dfe9d1271806347286850468",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-05-27T20:14:28Z",
    "title_canon_sha256": "9b74a43d8774af4ebfb97416a96fc62f699a6c4dcf43a6d77af7e7b7aea0f838"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2005.13625",
    "kind": "arxiv",
    "version": 8
  }
}