Pith Number

pith:LJDVAS7X

pith:2023:LJDVAS7X7KTREGZM76ION7DXY6

not attested not anchored not stored refs pending

On the Global Convergence of Natural Actor-Critic with Two-layer Neural Network Parametrization

Amrit Singh Bedi, Di Wang, Mudit Gaur, Vaneet Aggarwal

arxiv:2306.10486 v1 · 2023-06-18 · cs.LG

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\usepackage{pith}
\pithnumber{LJDVAS7X7KTREGZM76ION7DXY6}

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Record completeness

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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

Finite-Time Global Optimality Convergence in Deep Neural Actor-Critic Methods for Decentralized Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T06:21:38.435185Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a47504bf7faa7121b2cff90e6fc77c7bedf8d81c3d17208507408695bec0279

Aliases

arxiv: 2306.10486 · arxiv_version: 2306.10486v1 · doi: 10.48550/arxiv.2306.10486 · pith_short_12: LJDVAS7X7KTR · pith_short_16: LJDVAS7X7KTREGZM · pith_short_8: LJDVAS7X

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/LJDVAS7X7KTREGZM76ION7DXY6 \
  | 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: 5a47504bf7faa7121b2cff90e6fc77c7bedf8d81c3d17208507408695bec0279

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e66a68aaeb7689250bb63c92b89785ca9aef816392e9da59e3fd5e7f3dd70c45",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-18T06:22:04Z",
    "title_canon_sha256": "409532d6962adcb018aa3881b3bc78db534ee58f5f74f41ec86df1f01b4775a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.10486",
    "kind": "arxiv",
    "version": 1
  }
}