Pith Number

pith:M5BNRHPU

pith:2017:M5BNRHPUWGA7MHPFDKCQKNVN6T

not attested not anchored not stored refs pending

Three Factors Influencing Minima in SGD

Amos Storkey, Asja Fischer, Devansh Arpit, Nicolas Ballas, Stanis{\l}aw Jastrz\k{e}bski, Yoshua Bengio, Zachary Kenton

arxiv:1711.04623 v3 · 2017-11-13 · cs.LG · cs.AI · cs.CV · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M5BNRHPUWGA7MHPFDKCQKNVN6T}

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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

18 papers in Pith

First Exit Time Analysis of Stochastic Gradient Descent Under Heavy-Tailed Gradient Noise

What is the long-run distribution of stochastic gradient descent? A large deviations analysis

Mini-batch Estimation for Deep Cox Models: Statistical Foundations and Practical Guidance

Optimization Hyper-parameter Laws for Large Language Models

Spectral Unforgetting: Post-Hoc Recovery of Damaged Capabilities Without Retraining

Receipt and verification

First computed	2026-05-18T00:05:51.088069Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6742d89df4b181f61de51a850536adf4fdf7a8a9c65a8fd6111076b17f2d4ebe

Aliases

arxiv: 1711.04623 · arxiv_version: 1711.04623v3 · doi: 10.48550/arxiv.1711.04623 · pith_short_12: M5BNRHPUWGA7 · pith_short_16: M5BNRHPUWGA7MHPF · pith_short_8: M5BNRHPU

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/M5BNRHPUWGA7MHPFDKCQKNVN6T \
  | 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: 6742d89df4b181f61de51a850536adf4fdf7a8a9c65a8fd6111076b17f2d4ebe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "422ac8d1f82e758fbdde6344531805f5be3c1f9e9c312b760582b691292c8113",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-11-13T15:11:56Z",
    "title_canon_sha256": "8374a5494e65f1b9671443e920c94106ccb3751de54b7b0fb22be87c2beb9e16"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1711.04623",
    "kind": "arxiv",
    "version": 3
  }
}