Pith Number

pith:L4AG4CKL

pith:2020:L4AG4CKL4LPVI2TDXB3L6GK4NK

not attested not anchored not stored refs pending

Non-asymptotic Convergence Analysis of Two Time-scale (Natural) Actor-Critic Algorithms

Tengyu Xu, Yingbin Liang, Zhe Wang

arxiv:2005.03557 v2 · 2020-05-07 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{L4AG4CKL4LPVI2TDXB3L6GK4NK}

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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

4 papers in Pith

Stationary Robust Mean-Field Games under Model Mismatches

Finite-Time Decoupled Convergence in Nonlinear Two-Time-Scale Stochastic Approximation

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

Achieving $\epsilon^{-2}$ Sample Complexity for Single-Loop Actor-Critic under Minimal Assumptions

Receipt and verification

First computed	2026-07-05T01:01:25.095013Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f006e094be2df546a63b876bf195c6a95945169f7d6d21dee29cba2d660038c

Aliases

arxiv: 2005.03557 · arxiv_version: 2005.03557v2 · doi: 10.48550/arxiv.2005.03557 · pith_short_12: L4AG4CKL4LPV · pith_short_16: L4AG4CKL4LPVI2TD · pith_short_8: L4AG4CKL

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/L4AG4CKL4LPVI2TDXB3L6GK4NK \
  | 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: 5f006e094be2df546a63b876bf195c6a95945169f7d6d21dee29cba2d660038c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "942db39dde827a9c4ed96c707c7b7f8b8fb989f68d13935e93bd93fc1d373a76",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-05-07T15:42:31Z",
    "title_canon_sha256": "15f4283f5e2e0ee0d88d343185085d04e4a6c0def1ce49ea284094fd14687c5f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2005.03557",
    "kind": "arxiv",
    "version": 2
  }
}