Pith Number

pith:LEHAOCAP

pith:2015:LEHAOCAPFFJID5YSHWWD2AHDIW

not attested not anchored not stored refs pending

On Graduated Optimization for Stochastic Non-Convex Problems

Elad Hazan, Kfir Y. Levy, Shai Shalev-Shwartz

arxiv:1503.03712 v2 · 2015-03-12 · cs.LG · math.OC

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LEHAOCAPFFJID5YSHWWD2AHDIW}

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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

Global Convergence of Sampling-Based Nonconvex Optimization through Diffusion-Style Smoothing

Receipt and verification

First computed	2026-05-18T01:36:18.234178Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

590e07080f295281f7123dac3d00e34594cd6fa6e6917e6b29926335e67aa546

Aliases

arxiv: 1503.03712 · arxiv_version: 1503.03712v2 · doi: 10.48550/arxiv.1503.03712 · pith_short_12: LEHAOCAPFFJI · pith_short_16: LEHAOCAPFFJID5YS · pith_short_8: LEHAOCAP

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/LEHAOCAPFFJID5YSHWWD2AHDIW \
  | 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: 590e07080f295281f7123dac3d00e34594cd6fa6e6917e6b29926335e67aa546

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dad28531d51a17a7f42ba9782af2144d86c18032f22f4bb72412eec8cd91e247",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2015-03-12T13:39:28Z",
    "title_canon_sha256": "aeaa7d142e6cf04a71b1dd27152d86bbc74d133e69f8d4cc9ad8d24d8230b0e1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1503.03712",
    "kind": "arxiv",
    "version": 2
  }
}