Pith Number

pith:RZ6EP6VL

pith:2022:RZ6EP6VL7QGN22MN3LMLOLJ6RH

not attested not anchored not stored refs pending

Model-Based Reinforcement Learning with Multinomial Logistic Function Approximation

Min-hwan Oh, TaeHyun Hwang

arxiv:2212.13540 v2 · 2022-12-27 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{RZ6EP6VL7QGN22MN3LMLOLJ6RH}

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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

Improved Online Confidence Bounds for Multinomial Logistic Bandits

Receipt and verification

First computed	2026-07-05T09:36:06.850610Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e7c47faabfc0cdd698ddad8b72d3e89d31c958752f1966dbf608e5ffed1bfbf

Aliases

arxiv: 2212.13540 · arxiv_version: 2212.13540v2 · doi: 10.48550/arxiv.2212.13540 · pith_short_12: RZ6EP6VL7QGN · pith_short_16: RZ6EP6VL7QGN22MN · pith_short_8: RZ6EP6VL

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/RZ6EP6VL7QGN22MN3LMLOLJ6RH \
  | 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: 8e7c47faabfc0cdd698ddad8b72d3e89d31c958752f1966dbf608e5ffed1bfbf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f96c94e5e8c56a99541e93434d1801d9ef55cee527a6008b268c222b1a82275",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-12-27T16:25:09Z",
    "title_canon_sha256": "a3e0c6c19af961dde072b223ac87d2e9cc76e751da3d166c17abe69e60be4836"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.13540",
    "kind": "arxiv",
    "version": 2
  }
}