Pith Number

pith:XUZOIXR3

pith:2022:XUZOIXR364FB7JEXZSSLCGBLCO

not attested not anchored not stored refs pending

Finite-Time Analysis of Entropy-Regularized Neural Natural Actor-Critic Algorithm

Niao He, R. Srikant, Semih Cayci

arxiv:2206.00833 v1 · 2022-06-02 · cs.LG · math.OC · 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{XUZOIXR364FB7JEXZSSLCGBLCO}

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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

1 paper in Pith

Wasserstein Adaptive Value Estimation for Actor-Critic Reinforcement Learning

Receipt and verification

First computed	2026-07-05T04:28:34.201993Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bd32e45e3bf70a1fa497cca4b1182b13ba790a3b01a10b1f457a7f090fe1b1b2

Aliases

arxiv: 2206.00833 · arxiv_version: 2206.00833v1 · doi: 10.48550/arxiv.2206.00833 · pith_short_12: XUZOIXR364FB · pith_short_16: XUZOIXR364FB7JEX · pith_short_8: XUZOIXR3

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/XUZOIXR364FB7JEXZSSLCGBLCO \
  | 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: bd32e45e3bf70a1fa497cca4b1182b13ba790a3b01a10b1f457a7f090fe1b1b2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8d5d68c7a72d026b7713855568319103c4a2ed1b16fb423faaf0b7b60c06c041",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-02T02:13:29Z",
    "title_canon_sha256": "c574fd0c68215237dba6074ea680685500af0a9b4c1a16783cd4556648ef7108"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.00833",
    "kind": "arxiv",
    "version": 1
  }
}