Pith Number

pith:LCHTXZLA

pith:2025:LCHTXZLAB5BOXOH37JC6NBMAL5

not attested not anchored not stored refs pending

Combinatorial Reinforcement Learning with Preference Feedback

Joongkyu Lee, Min-hwan Oh

arxiv:2502.10158 v3 · 2025-02-14 · 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{LCHTXZLAB5BOXOH37JC6NBMAL5}

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

Improved Online Confidence Bounds for Multinomial Logistic Bandits

Receipt and verification

First computed	2026-07-05T11:16:06.217209Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

588f3be5600f42ebb8fbfa45e685805f65c8f1843e54662bfdac46db18e5a2ee

Aliases

arxiv: 2502.10158 · arxiv_version: 2502.10158v3 · doi: 10.48550/arxiv.2502.10158 · pith_short_12: LCHTXZLAB5BO · pith_short_16: LCHTXZLAB5BOXOH3 · pith_short_8: LCHTXZLA

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/LCHTXZLAB5BOXOH37JC6NBMAL5 \
  | 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: 588f3be5600f42ebb8fbfa45e685805f65c8f1843e54662bfdac46db18e5a2ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ee6bafc48175217943c948c7d410c2ef19e3ee53fcfa1cd9abc24803d4fc845",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-02-14T13:37:02Z",
    "title_canon_sha256": "332ad7da6e680625a062aa879bdebd222a04890ddee2fddab98cbac74f727793"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.10158",
    "kind": "arxiv",
    "version": 3
  }
}