Pith Number

pith:6MMUDA5K

pith:2014:6MMUDA5K74AFLROBEMN7P6WWMF

not attested not anchored not stored refs pending

On the Computational Efficiency of Training Neural Networks

Ohad Shamir, Roi Livni, Shai Shalev-Shwartz

arxiv:1410.1141 v2 · 2014-10-05 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6MMUDA5K74AFLROBEMN7P6WWMF}

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	2026-05-18T02:39:10.327990Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f3194183aaff0055c5c1231bf7fad6617429470372c0e23bc09be5e63daf590e

Aliases

arxiv: 1410.1141 · arxiv_version: 1410.1141v2 · doi: 10.48550/arxiv.1410.1141 · pith_short_12: 6MMUDA5K74AF · pith_short_16: 6MMUDA5K74AFLROB · pith_short_8: 6MMUDA5K

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/6MMUDA5K74AFLROBEMN7P6WWMF \
  | 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: f3194183aaff0055c5c1231bf7fad6617429470372c0e23bc09be5e63daf590e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c193689a45c95bb4ac8b8e477c1f075a5b080fa91b18027ec16bd5179375eaef",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2014-10-05T10:54:07Z",
    "title_canon_sha256": "6e3e94e4071d16272c38c5f9e00ac0e78015f07a24dde974691f632daebebe8c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1410.1141",
    "kind": "arxiv",
    "version": 2
  }
}