Pith Number

pith:KBMSTO4E

pith:2024:KBMSTO4EVBTKYQF2ZBK2ODEL44

not attested not anchored not stored refs pending

What to Do When Your Discrete Optimization Is the Size of a Neural Network?

Hugo Silva, Martha White

arxiv:2402.10339 v1 · 2024-02-15 · 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{KBMSTO4EVBTKYQF2ZBK2ODEL44}

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	2026-07-05T07:45:54.861716Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

505929bb84a866ac40bac855a70c8be70b78316f49727c8b7be7fdabb21356fd

Aliases

arxiv: 2402.10339 · arxiv_version: 2402.10339v1 · doi: 10.48550/arxiv.2402.10339 · pith_short_12: KBMSTO4EVBTK · pith_short_16: KBMSTO4EVBTKYQF2 · pith_short_8: KBMSTO4E

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/KBMSTO4EVBTKYQF2ZBK2ODEL44 \
  | 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: 505929bb84a866ac40bac855a70c8be70b78316f49727c8b7be7fdabb21356fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "abac333e930cc6de9bf3b4979ccc8bd4aa5db39ec3106209284affd5fa2b8c4e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-15T21:57:43Z",
    "title_canon_sha256": "357e0db12d88625118450c2147a0a00fa16c2ec9554b6a18e34609dc662782f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.10339",
    "kind": "arxiv",
    "version": 1
  }
}