Pith Number

pith:CQ2KQW3I

pith:2024:CQ2KQW3ICH7JMPNB5DJYEMCGJT

not attested not anchored not stored refs pending

Randomized Exploration for Reinforcement Learning with Multinomial Logistic Function Approximation

Joongkyu Lee, Min-hwan Oh, TaeHyun Hwang, Wooseong Cho

arxiv:2405.20165 v2 · 2024-05-30 · stat.ML · 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{CQ2KQW3ICH7JMPNB5DJYEMCGJT}

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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	2026-07-05T09:28:50.685345Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1434a85b6811fe963da1e8d38230464cfb022708bd85d147640158ae12f3178b

Aliases

arxiv: 2405.20165 · arxiv_version: 2405.20165v2 · doi: 10.48550/arxiv.2405.20165 · pith_short_12: CQ2KQW3ICH7J · pith_short_16: CQ2KQW3ICH7JMPNB · pith_short_8: CQ2KQW3I

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/CQ2KQW3ICH7JMPNB5DJYEMCGJT \
  | 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: 1434a85b6811fe963da1e8d38230464cfb022708bd85d147640158ae12f3178b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b7edd125e25531c31f0d0b6023fdf8f87eff1568da0d74d49eb55774f1b0e07",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-05-30T15:39:19Z",
    "title_canon_sha256": "128a16c3f9637fd26ef1905afc090551315dec013edb7a4f07c1a1905d39cd40"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.20165",
    "kind": "arxiv",
    "version": 2
  }
}