Pith Number

pith:TIYRKB3Q

pith:2023:TIYRKB3Q2IUZFN6OMEEP72OE3H

not attested not anchored not stored refs pending

Reliable Gradient-free and Likelihood-free Prompt Tuning

Gregory Wornell, Maohao Shen, Prasanna Sattigeri, Soumya Ghosh, Subhro Das, Yuheng Bu

arxiv:2305.00593 v1 · 2023-04-30 · cs.LG · 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{TIYRKB3Q2IUZFN6OMEEP72OE3H}

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	2026-07-05T06:05:43.138777Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a31150770d22992b7ce6108ffe9c4d9c13701de370859d14d74a7dec2177b2b

Aliases

arxiv: 2305.00593 · arxiv_version: 2305.00593v1 · doi: 10.48550/arxiv.2305.00593 · pith_short_12: TIYRKB3Q2IUZ · pith_short_16: TIYRKB3Q2IUZFN6O · pith_short_8: TIYRKB3Q

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/TIYRKB3Q2IUZFN6OMEEP72OE3H \
  | 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: 9a31150770d22992b7ce6108ffe9c4d9c13701de370859d14d74a7dec2177b2b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "feff18fdd18f949ce286970db6c2bb1b928e820c16c456b19894a9df7181f1c4",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-30T22:33:08Z",
    "title_canon_sha256": "56f1606809ee8c3250e2cf364272aa934504561cf3c22f0d1baff98bd05aee4e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.00593",
    "kind": "arxiv",
    "version": 1
  }
}