Pith Number

pith:GGW5B6BN

pith:2017:GGW5B6BNDTOXCCJX6PNCNE5SA5

not attested not anchored not stored refs pending

Optimization Methods for Supervised Machine Learning: From Linear Models to Deep Learning

Frank E. Curtis, Katya Scheinberg

arxiv:1706.10207 v1 · 2017-06-30 · stat.ML · 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{GGW5B6BNDTOXCCJX6PNCNE5SA5}

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	2026-05-18T00:41:09.140072Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31add0f82d1cdd710937f3da2693b2076de811aa593108aa801f04722c282533

Aliases

arxiv: 1706.10207 · arxiv_version: 1706.10207v1 · doi: 10.48550/arxiv.1706.10207 · pith_short_12: GGW5B6BNDTOX · pith_short_16: GGW5B6BNDTOXCCJX · pith_short_8: GGW5B6BN

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/GGW5B6BNDTOXCCJX6PNCNE5SA5 \
  | 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: 31add0f82d1cdd710937f3da2693b2076de811aa593108aa801f04722c282533

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c4e9ad89add5451ce3d2ff38b58e4c257b9b4c24686dc38b28cd44c0a0f09d53",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-06-30T14:09:44Z",
    "title_canon_sha256": "06c8900e72b365b6b415fcf47b492cf79e4c6799c9caeb67dda59bc15e69a9fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1706.10207",
    "kind": "arxiv",
    "version": 1
  }
}