Pith Number

pith:3JNLGQBZ

pith:2023:3JNLGQBZNTTPZZARRSBLEXXGGQ

not attested not anchored not stored refs pending

Escaping mediocrity: how two-layer networks learn hard generalized linear models with SGD

Bruno Loureiro, Florent Krzakala, Luca Arnaboldi, Ludovic Stephan

arxiv:2305.18502 v2 · 2023-05-29 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{3JNLGQBZNTTPZZARRSBLEXXGGQ}

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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

5 papers in Pith

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

A Theory of Saddle Escape in Deep Nonlinear Networks

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

A Theory of Saddle Escape in Deep Nonlinear Networks

Receipt and verification

First computed	2026-07-05T07:50:50.084721Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da5ab340396ce6fce4118c82b25ee6342eb3eae9837668258ced95ef19687268

Aliases

arxiv: 2305.18502 · arxiv_version: 2305.18502v2 · doi: 10.48550/arxiv.2305.18502 · pith_short_12: 3JNLGQBZNTTP · pith_short_16: 3JNLGQBZNTTPZZAR · pith_short_8: 3JNLGQBZ

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/3JNLGQBZNTTPZZARRSBLEXXGGQ \
  | 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: da5ab340396ce6fce4118c82b25ee6342eb3eae9837668258ced95ef19687268

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c220bc74e99062bb8896016fb0591632addc43a3998af6614741cbf3131b370b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-05-29T14:40:56Z",
    "title_canon_sha256": "c3422caa45f25052b14d26b31d1f854e13d3ab785aad226add5befaf4caa1dfa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.18502",
    "kind": "arxiv",
    "version": 2
  }
}