Pith Number

pith:HVVEY2SH

pith:2018:HVVEY2SHXH46YZAY5LICDKYGO2

not attested not anchored not stored refs pending

On the Optimization of Deep Networks: Implicit Acceleration by Overparameterization

Elad Hazan, Nadav Cohen, Sanjeev Arora

arxiv:1802.06509 v2 · 2018-02-19 · 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{HVVEY2SHXH46YZAY5LICDKYGO2}

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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

10 papers in Pith

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Dead-Direction Conditioners: Gauge-Equivariant Preconditioning for Deep Networks

Massively Multilingual Neural Machine Translation in the Wild: Findings and Challenges

Hessian based analysis of SGD for Deep Nets: Dynamics and Generalization

What Does Flow Matching Bring To TD Learning?

Receipt and verification

First computed	2026-05-18T00:13:44.819581Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3d6a4c6a47b9f9ec6418ead021ab0676ba8266903448eaa08556defbd16929a8

Aliases

arxiv: 1802.06509 · arxiv_version: 1802.06509v2 · doi: 10.48550/arxiv.1802.06509 · pith_short_12: HVVEY2SHXH46 · pith_short_16: HVVEY2SHXH46YZAY · pith_short_8: HVVEY2SH

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/HVVEY2SHXH46YZAY5LICDKYGO2 \
  | 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: 3d6a4c6a47b9f9ec6418ead021ab0676ba8266903448eaa08556defbd16929a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e9a3d464cf586fc671a7a71e44bf72d189310b0dce0a5fa8b30ac94f818bcbcb",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-02-19T03:08:26Z",
    "title_canon_sha256": "cc14b4c7de347827b8bd654b047970e2e4d3a56b9487af8e289776abd165e3fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.06509",
    "kind": "arxiv",
    "version": 2
  }
}