Pith Number

pith:KFAOHE6I

pith:2024:KFAOHE6IW7H7O3CFOTYYQASKPE

not attested not anchored not stored refs pending

Enhancing Preference-based Linear Bandits via Human Response Time

Claire Liang, Julie A. Shah, Na Li, Shen Li, Yuyang Zhang, Zhaolin Ren

arxiv:2409.05798 v4 · 2024-09-09 · cs.LG · cs.AI · cs.HC · econ.EM · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KFAOHE6IW7H7O3CFOTYYQASKPE}

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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

Understanding LoRA as Knowledge Memory: An Empirical Analysis

Receipt and verification

First computed	2026-07-05T09:56:00.138050Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5140e393c8b7cff76c4574f188024a7918f38dabfac55e89ee8344843e3aa416

Aliases

arxiv: 2409.05798 · arxiv_version: 2409.05798v4 · doi: 10.48550/arxiv.2409.05798 · pith_short_12: KFAOHE6IW7H7 · pith_short_16: KFAOHE6IW7H7O3CF · pith_short_8: KFAOHE6I

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/KFAOHE6IW7H7O3CFOTYYQASKPE \
  | 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: 5140e393c8b7cff76c4574f188024a7918f38dabfac55e89ee8344843e3aa416

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19d97471fed11c61d48e4dd2229a6009d5b45b45363dcf30972c542009aeaebf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC",
      "econ.EM",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-09T17:02:47Z",
    "title_canon_sha256": "a6e4867a5afed9b44181297b0f22ff0eae4282786b576c3d260c41deb74f0a7d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.05798",
    "kind": "arxiv",
    "version": 4
  }
}