Pith Number

pith:RXYOBC6D

pith:2019:RXYOBC6DR7HVWWK5TH5ZW6CTZJ

not attested not anchored not stored refs pending

On the Sample Complexity of Actor-Critic Method for Reinforcement Learning with Function Approximation

Alec Koppel, Alejandro Ribeiro, Harshat Kumar

arxiv:1910.08412 v3 · 2019-10-18 · cs.LG · math.OC · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RXYOBC6DR7HVWWK5TH5ZW6CTZJ}

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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

3 papers in Pith

Strategic Bargaining in Multi-Buyer Markets: Reinforcement Learning from Verifiable Rewards for LLM Negotiations

Stationary Robust Mean-Field Games under Model Mismatches

Optimal Sample Complexity for Single Time-Scale Actor-Critic with Momentum

Receipt and verification

First computed	2026-07-05T05:36:28.209529Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8df0e08bc38fcf5b595d99fb9b7853ca70d4627d5db9cb7e2e010ad6cb97881e

Aliases

arxiv: 1910.08412 · arxiv_version: 1910.08412v3 · doi: 10.48550/arxiv.1910.08412 · pith_short_12: RXYOBC6DR7HV · pith_short_16: RXYOBC6DR7HVWWK5 · pith_short_8: RXYOBC6D

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/RXYOBC6DR7HVWWK5TH5ZW6CTZJ \
  | 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: 8df0e08bc38fcf5b595d99fb9b7853ca70d4627d5db9cb7e2e010ad6cb97881e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8fc9d800c557577babc84602d12c390222793e55faf29ff43f047cd01b345f02",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-18T13:33:17Z",
    "title_canon_sha256": "36f5b1af32264b7c45fabc29c95461c4b0ca3a8a57c6005bd36ab4fec02661cb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.08412",
    "kind": "arxiv",
    "version": 3
  }
}