Pith Number

pith:JZDA4FQP

pith:2020:JZDA4FQPE5DKPQHAFGUXIQKMH2

not attested not anchored not stored refs pending

Beyond Random Matrix Theory for Deep Networks

Diego Granziol

arxiv:2006.07721 v2 · 2020-06-13 · stat.ML · 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{JZDA4FQPE5DKPQHAFGUXIQKMH2}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Characterizing Optimizer-Dependent Training Dynamics Through Hessian Eigenvector Displacement and Localization

Receipt and verification

First computed	2026-07-05T03:28:34.738151Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4e460e160f2746a7c0e029a974414c3eb07ffe81e8234238f840af6692847278

Aliases

arxiv: 2006.07721 · arxiv_version: 2006.07721v2 · doi: 10.48550/arxiv.2006.07721 · pith_short_12: JZDA4FQPE5DK · pith_short_16: JZDA4FQPE5DKPQHA · pith_short_8: JZDA4FQP

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/JZDA4FQPE5DKPQHAFGUXIQKMH2 \
  | 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: 4e460e160f2746a7c0e029a974414c3eb07ffe81e8234238f840af6692847278

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "102e75a6b3b046514ce1e868f117e59ad6797ff3e8d82fdea7a90f215b4a9e8b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-06-13T21:00:30Z",
    "title_canon_sha256": "cdd9fe97a6b0916efab9a269fa0a7ed201cbc42bd7758e35f2bca50392b0a9d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.07721",
    "kind": "arxiv",
    "version": 2
  }
}