Pith Number

pith:BZGJMBWN

pith:2024:BZGJMBWNVUF4AFHWAGRQ22MREC

not attested not anchored not stored refs pending

The Benefits of Reusing Batches for Gradient Descent in Two-Layer Networks: Breaking the Curse of Information and Leap Exponents

Emanuele Troiani, Florent Krzakala, Lenka Zdeborov\'a, Luca Arnaboldi, Luca Pesce, Yatin Dandi

arxiv:2402.03220 v3 · 2024-02-05 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{BZGJMBWNVUF4AFHWAGRQ22MREC}

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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

4 papers in Pith

Homogenization of $\ell_2$-Adversarial Training in High-Dimensions: Exact Dynamics under Stochastic Gradient Descent

Scaling Laws from Sequential Feature Recovery: A Solvable Hierarchical Model

The Benefits of Temporal Correlations: SGD Learns k-Juntas from Random Walks Efficiently

There Will Be a Scientific Theory of Deep Learning

Receipt and verification

First computed	2026-07-05T09:03:18.305580Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e4c9606cdad0bc014f601a30d69912089da77c72ab91c4518f651c545edcc02

Aliases

arxiv: 2402.03220 · arxiv_version: 2402.03220v3 · doi: 10.48550/arxiv.2402.03220 · pith_short_12: BZGJMBWNVUF4 · pith_short_16: BZGJMBWNVUF4AFHW · pith_short_8: BZGJMBWN

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/BZGJMBWNVUF4AFHWAGRQ22MREC \
  | 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: 0e4c9606cdad0bc014f601a30d69912089da77c72ab91c4518f651c545edcc02

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bffc2d1885faa30b65d41c5e8b3a16e4e2b50241916ecd34db3a76af4bfb6cd2",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-02-05T17:30:42Z",
    "title_canon_sha256": "ba2a1b2b6e52c0696fcca72aadccf1f313b34e7189ca452091a77ba532205e2f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.03220",
    "kind": "arxiv",
    "version": 3
  }
}