Pith Number

pith:DRTXG2MF

pith:2021:DRTXG2MFRCARHRZ5COEMQTF4EV

not attested not anchored not stored refs pending

Convergence and Implicit Bias of Gradient Flow on Overparametrized Linear Networks

Enrique Mallada, Hancheng Min, Rene Vidal, Salma Tarmoun

arxiv:2105.06351 v2 · 2021-05-13 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DRTXG2MFRCARHRZ5COEMQTF4EV}

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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

A Theory of Saddle Escape in Deep Nonlinear Networks

Estimating Implicit Regularization in Deep Learning

A Theory of Saddle Escape in Deep Nonlinear Networks

Receipt and verification

First computed	2026-07-05T04:23:20.381703Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1c67736985888113c73d1388c84cbc2557cbf72089a10f9c3be8717ef8ce1ee0

Aliases

arxiv: 2105.06351 · arxiv_version: 2105.06351v2 · doi: 10.48550/arxiv.2105.06351 · pith_short_12: DRTXG2MFRCAR · pith_short_16: DRTXG2MFRCARHRZ5 · pith_short_8: DRTXG2MF

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/DRTXG2MFRCARHRZ5COEMQTF4EV \
  | 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: 1c67736985888113c73d1388c84cbc2557cbf72089a10f9c3be8717ef8ce1ee0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f98d0b11821d926c80f74e10268c9b247fa57bb7a1063e7f3529a3e86c43cfa6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-05-13T15:13:51Z",
    "title_canon_sha256": "2266ef3d32c5a9a337113776a4b1bf96c4b17150a4f55ef8510def68b874a605"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.06351",
    "kind": "arxiv",
    "version": 2
  }
}