Pith Number

pith:PDVGPKJB

pith:2024:PDVGPKJBYOAD6WBUDI7I4I7ACA

not attested not anchored not stored refs pending

CRONOS: Enhancing Deep Learning with Scalable GPU Accelerated Convex Neural Networks

Mert Pilanci, Miria Feng, Zachary Frangella

arxiv:2411.01088 v1 · 2024-11-02 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PDVGPKJBYOAD6WBUDI7I4I7ACA}

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	2026-05-25T02:01:01.620560Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

78ea67a921c3803f58341a3e8e23e01033be383f2be2fdfda10f8c63e15d82c6

Aliases

arxiv: 2411.01088 · arxiv_version: 2411.01088v1 · doi: 10.48550/arxiv.2411.01088 · pith_short_12: PDVGPKJBYOAD · pith_short_16: PDVGPKJBYOAD6WBU · pith_short_8: PDVGPKJB

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/PDVGPKJBYOAD6WBUDI7I4I7ACA \
  | 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: 78ea67a921c3803f58341a3e8e23e01033be383f2be2fdfda10f8c63e15d82c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ddfe9a87c6b0bba077729d2b8de7f0b253cd46d55cc6310349250ca73faf753a",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-02T00:18:59Z",
    "title_canon_sha256": "1b1a6f55c7bf8ed646e3a93875c12e491dfcca4a85b931cd3ca4dd1db8fb6f7d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.01088",
    "kind": "arxiv",
    "version": 1
  }
}