Pith Number

pith:MC4Z3BRI

pith:2024:MC4Z3BRICZJOCTPTPUHKHRGDUH

not attested not anchored not stored refs pending

Generative Explore-Exploit: Training-free Optimization of Generative Recommender Systems using LLM Optimizers

Besnik Fetahu, Davis Yoshida, Giuseppe Castellucci, Jason Choi, L\"utfi Kerem Senel, Nikhita Vedula, Shervin Malmasi, Zhiyu Chen

arxiv:2406.05255 v1 · 2024-06-07 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MC4Z3BRICZJOCTPTPUHKHRGDUH}

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.

Receipt and verification

First computed	2026-07-05T08:29:03.142639Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60b99d86281652e14df37d0ea3c4c3a1ef839dd656b386d80a5226f3636b7ee6

Aliases

arxiv: 2406.05255 · arxiv_version: 2406.05255v1 · doi: 10.48550/arxiv.2406.05255 · pith_short_12: MC4Z3BRICZJO · pith_short_16: MC4Z3BRICZJOCTPT · pith_short_8: MC4Z3BRI

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/MC4Z3BRICZJOCTPTPUHKHRGDUH \
  | 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: 60b99d86281652e14df37d0ea3c4c3a1ef839dd656b386d80a5226f3636b7ee6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9d2f6d0749ca792901ed011d0752c4da189d90c37f2f58805a7fd83758170764",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-07T20:41:59Z",
    "title_canon_sha256": "a395892767323ae1812919e22361d75705c32b4c4a23911366312eb20b21006c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.05255",
    "kind": "arxiv",
    "version": 1
  }
}