Pith Number

pith:SBUEVT42

pith:2024:SBUEVT42FPVDPFJ5FKZDVXDD2L

not attested not anchored not stored refs pending

Comparative Analysis of Gradient-Based Optimization Techniques Using Multidimensional Surface 3D Visualizations and Initial Point Sensitivity

Aseel Smerat, Hajar Kazemi Naeini, Lazim Abdullah, Masoud Reihanifar, Morteza Rahimi, Saeed Asadi, Shiva Zangeneh, Sonia Gharibzadeh

arxiv:2409.04470 v3 · 2024-09-04 · 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{SBUEVT42FPVDPFJ5FKZDVXDD2L}

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

Reasoning as Gradient: Scaling MLE Agents Beyond Tree Search

Receipt and verification

First computed	2026-07-05T11:00:38.868344Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

90684acf9a2bea37953d2ab23adc63d2f9b88219c802c14494d27227322f585d

Aliases

arxiv: 2409.04470 · arxiv_version: 2409.04470v3 · doi: 10.48550/arxiv.2409.04470 · pith_short_12: SBUEVT42FPVD · pith_short_16: SBUEVT42FPVDPFJ5 · pith_short_8: SBUEVT42

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/SBUEVT42FPVDPFJ5FKZDVXDD2L \
  | 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: 90684acf9a2bea37953d2ab23adc63d2f9b88219c802c14494d27227322f585d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f554832551ecd2f4d8442bb580d65dc2e5b7033c2b36bc93dbddf82f8d6b2114",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2024-09-04T09:02:31Z",
    "title_canon_sha256": "5d1a0eb8366fc32e54c08f831fba46d66466a7b90e31e4c96ffcc8ce0494b9bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.04470",
    "kind": "arxiv",
    "version": 3
  }
}