Pith Number

pith:RT4SHFKY

pith:2023:RT4SHFKY6ZYSFLXMQLBTZ77747

not attested not anchored not stored refs pending

Tight Finite Time Bounds of Two-Time-Scale Linear Stochastic Approximation with Markovian Noise

Sajad Khodadadian, Shaan Ul Haque, Siva Theja Maguluri

arxiv:2401.00364 v2 · 2023-12-31 · cs.LG · cs.SY · eess.SY · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RT4SHFKY6ZYSFLXMQLBTZ77747}

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

2 papers in Pith

Non-Expansive Mappings in Two-Time-Scale Stochastic Approximation: Finite-Time Analysis

From Set Convergence to Pointwise Convergence: Finite-Time Guarantees for Average-Reward Q-Learning with Adaptive Stepsizes

Receipt and verification

First computed	2026-07-05T11:01:22.837360Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8cf9239558f67122aeec82c33cffffe7e00d678288d7ce3e71df1a107f5b5418

Aliases

arxiv: 2401.00364 · arxiv_version: 2401.00364v2 · doi: 10.48550/arxiv.2401.00364 · pith_short_12: RT4SHFKY6ZYS · pith_short_16: RT4SHFKY6ZYSFLXM · pith_short_8: RT4SHFKY

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/RT4SHFKY6ZYSFLXMQLBTZ77747 \
  | 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: 8cf9239558f67122aeec82c33cffffe7e00d678288d7ce3e71df1a107f5b5418

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d980dc64112393594469d08efecba0e16c45cd6956bf985d03d7e73daf0f169",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-31T01:30:14Z",
    "title_canon_sha256": "b78e4cba94de92876da5d48b521b9d4f2cbed59016e399ba1021191abc320e10"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.00364",
    "kind": "arxiv",
    "version": 2
  }
}