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Pith Number

pith:UXNRSXOA

pith:2018:UXNRSXOAIEWSDAZYC4JGHKZRPT
not attested not anchored not stored refs pending

On the Analysis of Trajectories of Gradient Descent in the Optimization of Deep Neural Networks

Adepu Ravi Sankar, Vineeth N Balasubramanian, Vishwak Srinivasan

arxiv:1807.08140 v1 · 2018-07-21 · cs.LG · math.OC · stat.ML

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\usepackage{pith}
\pithnumber{UXNRSXOAIEWSDAZYC4JGHKZRPT}

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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.
Receipt and verification
First computed 2026-05-18T00:10:09.150817Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a5db195dc0412d218338171263ab317cc4fbb2163f0218c4953284aa751fcf4a

Aliases

arxiv: 1807.08140 · arxiv_version: 1807.08140v1 · doi: 10.48550/arxiv.1807.08140 · pith_short_12: UXNRSXOAIEWS · pith_short_16: UXNRSXOAIEWSDAZY · pith_short_8: UXNRSXOA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/UXNRSXOAIEWSDAZYC4JGHKZRPT \
  | 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: a5db195dc0412d218338171263ab317cc4fbb2163f0218c4953284aa751fcf4a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0e511cfcba0d07dfa6da89e95adfa67123120062ddb394cdcd9c6dd9129d587e",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-07-21T12:32:36Z",
    "title_canon_sha256": "cb6881f5acf1e7b8aaebc1f50ce42e22d245e3a49a022c8a99e715392debfe21"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.08140",
    "kind": "arxiv",
    "version": 1
  }
}