Pith Number

pith:Y247JZGQ

pith:2023:Y247JZGQFIZ6X5RJX4ITGVRZOF

not attested not anchored not stored refs pending

Approximate information state based convergence analysis of recurrent Q-learning

Aditya Mahajan, Amit Sinha, Erfan Seyedsalehi, Nima Akbarzadeh

arxiv:2306.05991 v1 · 2023-06-09 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Y247JZGQFIZ6X5RJX4ITGVRZOF}

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

1 paper in Pith

Policy Gradient Methods for Non-Markovian Reinforcement Learning

Receipt and verification

First computed	2026-07-05T06:19:12.599531Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c6b9f4e4d02a33ebf629bf11335639715699eb5e7c7add4556b79a899dc3a56f

Aliases

arxiv: 2306.05991 · arxiv_version: 2306.05991v1 · doi: 10.48550/arxiv.2306.05991 · pith_short_12: Y247JZGQFIZ6 · pith_short_16: Y247JZGQFIZ6X5RJ · pith_short_8: Y247JZGQ

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/Y247JZGQFIZ6X5RJX4ITGVRZOF \
  | 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: c6b9f4e4d02a33ebf629bf11335639715699eb5e7c7add4556b79a899dc3a56f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f9f1dc34a2dd97ecfe6c0e061279cd139b9f3158ba7ccbdae35af059ef0cc98",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-09T15:59:39Z",
    "title_canon_sha256": "9ca720906c39ce4fcdc3e8b9073ede43cd01ded6b22d5ba4409cb6772651c8d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.05991",
    "kind": "arxiv",
    "version": 1
  }
}