Pith Number

pith:XXMSGB57

pith:2024:XXMSGB57372F63IGVGGUKDDRZ3

not attested not anchored not stored refs pending

Review Non-convex Optimization Method for Machine Learning

Greg B Fotopoulos, Nicholas Hall Papadopoulos, Paul Popovich

arxiv:2410.02017 v1 · 2024-10-02 · cs.LG · 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{XXMSGB57372F63IGVGGUKDDRZ3}

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.

Cited by

1 paper in Pith

Globally aware optimization with resurgence

Receipt and verification

First computed	2026-07-05T09:14:59.242037Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bdd92307bfdff45f6d06a98d450c71cec54b10557109539944321c79ca63af8f

Aliases

arxiv: 2410.02017 · arxiv_version: 2410.02017v1 · doi: 10.48550/arxiv.2410.02017 · pith_short_12: XXMSGB57372F · pith_short_16: XXMSGB57372F63IG · pith_short_8: XXMSGB57

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/XXMSGB57372F63IGVGGUKDDRZ3 \
  | 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: bdd92307bfdff45f6d06a98d450c71cec54b10557109539944321c79ca63af8f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9acf61ccd2347fdda227e6862655bba7e5efa9806eb251f5cc6fabf5843f608a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-02T20:34:33Z",
    "title_canon_sha256": "595c02ed4c3a857940698ad54f5d32b6b2f727ef7115d70e0b9ce59c156a9daf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02017",
    "kind": "arxiv",
    "version": 1
  }
}