Pith Number

pith:IJTTWUGG

pith:2019:IJTTWUGGMNRUFLM2F7FF2GGCSV

not attested not anchored not stored refs pending

Generalisation dynamics of online learning in over-parameterised neural networks

Andrew M. Saxe, Florent Krzakala, Lenka Zdeborov\'a, Madhu S. Advani, Sebastian Goldt

arxiv:1901.09085 v1 · 2019-01-25 · stat.ML · cond-mat.dis-nn · cond-mat.stat-mech · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IJTTWUGGMNRUFLM2F7FF2GGCSV}

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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

Escape dynamics and implicit bias of one-pass SGD in overparameterized quadratic networks

Receipt and verification

First computed	2026-05-17T23:42:53.426974Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

42673b50c6636342ad9a2fca5d18c2955af8d059ef9c8e7a7bfdadec462e83fe

Aliases

arxiv: 1901.09085 · arxiv_version: 1901.09085v1 · doi: 10.48550/arxiv.1901.09085 · pith_short_12: IJTTWUGGMNRU · pith_short_16: IJTTWUGGMNRUFLM2 · pith_short_8: IJTTWUGG

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/IJTTWUGGMNRUFLM2F7FF2GGCSV \
  | 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: 42673b50c6636342ad9a2fca5d18c2955af8d059ef9c8e7a7bfdadec462e83fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b81a0c04d10bcc86b8dffafbd621ad76a6c4e57a7a17b464fcc5ff314c7431c",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "cond-mat.stat-mech",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-01-25T21:13:15Z",
    "title_canon_sha256": "2aa7a6e6ebff6acb03b8f912fe5bd1fe36d75cb675a3b26688619b6f04c9bb50"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.09085",
    "kind": "arxiv",
    "version": 1
  }
}