Pith Number

pith:5IZ5ASO4

pith:2018:5IZ5ASO45UV4DXSX3I6MQPEV3M

not attested not anchored not stored refs pending

An Alternative View: When Does SGD Escape Local Minima?

Robert Kleinberg, Yang Yuan, Yuanzhi Li

arxiv:1802.06175 v2 · 2018-02-17 · 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{5IZ5ASO45UV4DXSX3I6MQPEV3M}

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

Deep Learning Theory Review: An Optimal Control and Dynamical Systems Perspective

Receipt and verification

First computed	2026-05-18T00:08:00.565779Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ea33d049dced2bc1de57da3cc83c95db180c43ed3a426b3679793c4fc410aee4

Aliases

arxiv: 1802.06175 · arxiv_version: 1802.06175v2 · doi: 10.48550/arxiv.1802.06175 · pith_short_12: 5IZ5ASO45UV4 · pith_short_16: 5IZ5ASO45UV4DXSX · pith_short_8: 5IZ5ASO4

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/5IZ5ASO45UV4DXSX3I6MQPEV3M \
  | 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: ea33d049dced2bc1de57da3cc83c95db180c43ed3a426b3679793c4fc410aee4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c9920587ff4b5e8eb2688d26fb0a496140acb93e807e803850b4f777f314abd",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-02-17T02:44:16Z",
    "title_canon_sha256": "3a7822bb0e2b03468c1edde49ac113fa59c6e818485a94cfaba522288c107925"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.06175",
    "kind": "arxiv",
    "version": 2
  }
}