Pith Number

pith:3ORFSKVW

pith:2025:3ORFSKVWN3KU7YZ2ENQHINYVNY

not attested not anchored not stored refs pending

Statistical inference for Linear Stochastic Approximation with Markovian Noise

Alexey Naumov, Eric Moulines, Marina Sheshukova, Sergey Samsonov

arxiv:2505.19102 v1 · 2025-05-25 · stat.ML · cs.LG · math.OC · math.ST · stat.TH

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3ORFSKVWN3KU7YZ2ENQHINYVNY}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

A Diffusion Approximation for Temporal-Difference Learning with Linear Features under Markovian Noise

Central Limit Theorems for Asynchronous Averaged Q-Learning

Gaussian Approximation for Asynchronous Q-learning

Receipt and verification

First computed	2026-07-05T11:09:24.883302Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dba2592ab66ed54fe33a23607437156e38e6c60c74976de87c9d089242cb00ae

Aliases

arxiv: 2505.19102 · arxiv_version: 2505.19102v1 · doi: 10.48550/arxiv.2505.19102 · pith_short_12: 3ORFSKVWN3KU · pith_short_16: 3ORFSKVWN3KU7YZ2 · pith_short_8: 3ORFSKVW

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/3ORFSKVWN3KU7YZ2ENQHINYVNY \
  | 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: dba2592ab66ed54fe33a23607437156e38e6c60c74976de87c9d089242cb00ae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ff3b9172fcfbbe6563adc5cb3c4d19178459d4841a0dc9eaf32126492e5078b",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-05-25T11:43:28Z",
    "title_canon_sha256": "4b250a115a6d985442e539274551f3dbf5665fba24f55165a4939bb8d9029476"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.19102",
    "kind": "arxiv",
    "version": 1
  }
}