Pith Number

pith:P724LIC6

pith:2024:P724LIC64ASA676KV7RDOLCWJS

not attested not anchored not stored refs pending

Jump Starting Bandits with LLM-Generated Prior Knowledge

Kevin H. Wilson, Parand A. Alamdari, Yanshuai Cao

arxiv:2406.19317 v2 · 2024-06-27 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P724LIC64ASA676KV7RDOLCWJS}

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

2 papers in Pith

LILO: Bayesian Optimization with Natural Language Feedback

When Do We Need LLMs? A Diagnostic for Language-Driven Bandits

Receipt and verification

First computed	2026-07-05T09:27:23.773460Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ff5c5a05ee0240f7fcaafe2372c564c88e0aeb7cdc7f595a825f32ece8d9d85

Aliases

arxiv: 2406.19317 · arxiv_version: 2406.19317v2 · doi: 10.48550/arxiv.2406.19317 · pith_short_12: P724LIC64ASA · pith_short_16: P724LIC64ASA676K · pith_short_8: P724LIC6

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/P724LIC64ASA676KV7RDOLCWJS \
  | 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: 7ff5c5a05ee0240f7fcaafe2372c564c88e0aeb7cdc7f595a825f32ece8d9d85

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "21a03743d6ac11afb43abd6282d92916c0295aca73d90ea66426840997442d6d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-27T16:52:19Z",
    "title_canon_sha256": "c6f09e3c7f050a5f76a53b6258ce4e977e53385d3c634dfeb2f50a5957f8f3b1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.19317",
    "kind": "arxiv",
    "version": 2
  }
}