Pith Number

pith:3PWDTNTR

pith:2023:3PWDTNTRWPEKDNSRJ65F27AIBY

not attested not anchored not stored refs pending

Beyond Stationarity: Convergence Analysis of Stochastic Softmax Policy Gradient Methods

Leif D\"oring, Sara Klein, Simon Weissmann

arxiv:2310.02671 v2 · 2023-10-04 · math.OC · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3PWDTNTRWPEKDNSRJ65F27AIBY}

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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

Simultaneous Best-Response Dynamics in Random Potential Games

Receipt and verification

First computed	2026-07-05T08:15:40.100853Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dbec39b671b3c8a1b6514fba5d7c080e161f8ee663a5766d623084169eb5d341

Aliases

arxiv: 2310.02671 · arxiv_version: 2310.02671v2 · doi: 10.48550/arxiv.2310.02671 · pith_short_12: 3PWDTNTRWPEK · pith_short_16: 3PWDTNTRWPEKDNSR · pith_short_8: 3PWDTNTR

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/3PWDTNTRWPEKDNSRJ65F27AIBY \
  | 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: dbec39b671b3c8a1b6514fba5d7c080e161f8ee663a5766d623084169eb5d341

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "13539abc9855db4f0237772af46ec89862eb0f96b0267b6c47ab66507b75296e",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2023-10-04T09:21:01Z",
    "title_canon_sha256": "ac0e81da88b603aa091e8b67858d353eaf3737093f8904061e3267aaa7d030ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.02671",
    "kind": "arxiv",
    "version": 2
  }
}