Pith Number

pith:KISTSAEW

pith:2024:KISTSAEWED6TYNN77PSZ5Y6BAT

not attested not anchored not stored refs pending

Offline Stochastic Optimization of Black-Box Objective Functions

Ali Pezeshki, Hamid Jafarkhani, Juncheng Dong, Vahid Tarokh, Zihao Wu

arxiv:2412.02089 v1 · 2024-12-03 · 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{KISTSAEWED6TYNN77PSZ5Y6BAT}

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	2026-07-05T09:43:43.797172Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

522539009620fd3c35bffbe59ee3c104da8750e5fc1168c5e2716df5d7741d4a

Aliases

arxiv: 2412.02089 · arxiv_version: 2412.02089v1 · doi: 10.48550/arxiv.2412.02089 · pith_short_12: KISTSAEWED6T · pith_short_16: KISTSAEWED6TYNN7 · pith_short_8: KISTSAEW

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/KISTSAEWED6TYNN77PSZ5Y6BAT \
  | 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: 522539009620fd3c35bffbe59ee3c104da8750e5fc1168c5e2716df5d7741d4a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ab3102c2dc08e422119322151ba3596e25570a7e3ebea6be1b9870eaf1f2a9f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-03T02:20:30Z",
    "title_canon_sha256": "ccbf74807e574b0a831842c8c8e5c85d2afba6140f35fd129769e8d1ac67e328"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02089",
    "kind": "arxiv",
    "version": 1
  }
}