Pith Number

pith:IMC6IU5Z

pith:2019:IMC6IU5ZDQOT427MECJDJFYN5N

not attested not anchored not stored refs pending

Convergence Analysis of a Momentum Algorithm with Adaptive Step Size for Non Convex Optimization

Anas Barakat, Pascal Bianchi

arxiv:1911.07596 v2 · 2019-11-18 · math.OC · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{IMC6IU5ZDQOT427MECJDJFYN5N}

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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

Accelerated Gradient Methods for Nonconvex Optimization: Escape Trajectories From Strict Saddle Points and Convergence to Local Minima

Receipt and verification

First computed	2026-07-05T01:37:40.434364Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4305e453b91c1d3e6bec209234970deb677d48763b7037c64dbd706e05818eda

Aliases

arxiv: 1911.07596 · arxiv_version: 1911.07596v2 · doi: 10.48550/arxiv.1911.07596 · pith_short_12: IMC6IU5ZDQOT · pith_short_16: IMC6IU5ZDQOT427M · pith_short_8: IMC6IU5Z

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/IMC6IU5ZDQOT427MECJDJFYN5N \
  | 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: 4305e453b91c1d3e6bec209234970deb677d48763b7037c64dbd706e05818eda

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aff5142b5925710caea01e03204a999d841ea384feef1010c261c11c569765e2",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2019-11-18T13:00:02Z",
    "title_canon_sha256": "ec395f4b0700eeef25fa38a53104204d3f1df39443c4008e35fe4c155dc6995b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.07596",
    "kind": "arxiv",
    "version": 2
  }
}