Pith Number

pith:QKDDNVFS

pith:2021:QKDDNVFS4CZ2V2H57RNBCOQG6Q

not attested not anchored not stored refs pending

A Lyapunov Theory for Finite-Sample Guarantees of Asynchronous Q-Learning and TD-Learning Variants

Karthikeyan Shanmugam, Sanjay Shakkottai, Siva Theja Maguluri, Zaiwei Chen

arxiv:2102.01567 v4 · 2021-02-02 · cs.LG · math.OC · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QKDDNVFS4CZ2V2H57RNBCOQG6Q}

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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

9 papers in Pith

Toward a Unified Lyapunov-Certified ODE Convergence Analysis of Smooth Q-Learning with p-Norms

Concentration of General Stochastic Approximation Under Heavy-Tailed Markovian Noise

A Switching System Theory of Q-Learning with Linear Function Approximation

Sign-Separated Asymmetric Finite-Time Error Analysis of Q-Learning

Central Limit Theorems for Asynchronous Averaged Q-Learning

Receipt and verification

First computed	2026-07-05T06:47:10.475601Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

828636d4b2e0b3aae8fdfc5a113a06f40718532e13a591f2b15720053abc011c

Aliases

arxiv: 2102.01567 · arxiv_version: 2102.01567v4 · doi: 10.48550/arxiv.2102.01567 · pith_short_12: QKDDNVFS4CZ2 · pith_short_16: QKDDNVFS4CZ2V2H5 · pith_short_8: QKDDNVFS

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/QKDDNVFS4CZ2V2H57RNBCOQG6Q \
  | 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: 828636d4b2e0b3aae8fdfc5a113a06f40718532e13a591f2b15720053abc011c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "73f96d70148586e6c87c70bc5463a5c39361e8c487c37dae93c7cfc1474903ae",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-02T15:48:19Z",
    "title_canon_sha256": "5981ff223a079d70b12affaf25090a9d9c8158fd34d1b9246cc5e8b48fd872f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.01567",
    "kind": "arxiv",
    "version": 4
  }
}