Pith Number

pith:FW2YBU67

pith:2021:FW2YBU67MKMU4JP37BVY5S2XAS

not attested not anchored not stored refs pending

On the Origin of Implicit Regularization in Stochastic Gradient Descent

Benoit Dherin, David G. T. Barrett, Samuel L. Smith, Soham De

arxiv:2101.12176 v1 · 2021-01-28 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{FW2YBU67MKMU4JP37BVY5S2XAS}

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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

6 papers in Pith

Avoiding unsafe sets when training with Langevin Dynamics

Gradient-Descent Steps to Success over Mean Accuracy: A Paradigm Shift for ML

Second-Order Path Kernel Interpolation Formulas in Machine Learning

Thermodynamic Irreversibility of Training Algorithms

Convergence of difference inclusions via a diameter criterion

Receipt and verification

First computed	2026-07-05T02:10:34.894753Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2db580d3df62994e25fbf86b8ecb5704a1eaf799edb44e8d9dc1db947f79b39b

Aliases

arxiv: 2101.12176 · arxiv_version: 2101.12176v1 · doi: 10.48550/arxiv.2101.12176 · pith_short_12: FW2YBU67MKMU · pith_short_16: FW2YBU67MKMU4JP3 · pith_short_8: FW2YBU67

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/FW2YBU67MKMU4JP37BVY5S2XAS \
  | 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: 2db580d3df62994e25fbf86b8ecb5704a1eaf799edb44e8d9dc1db947f79b39b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28720e9ccb897c0d308f05b69f63a7adc4358c606b76326e498e015c7c519203",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-28T18:32:14Z",
    "title_canon_sha256": "339a3411aaec212cd7a8209462ab03f19eca18015cdbff3822de898a08a02df4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.12176",
    "kind": "arxiv",
    "version": 1
  }
}