Pith Number

pith:J2CQRPUD

pith:2024:J2CQRPUDDMGPOUYTK3AQH5WII2

not attested not anchored not stored refs pending

On the Role of Initialization on the Implicit Bias in Deep Linear Networks

Haim Avron, Oria Gruber

arxiv:2402.02454 v1 · 2024-02-04 · cs.LG · cs.NA · math.NA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{J2CQRPUDDMGPOUYTK3AQH5WII2}

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

The Effect of Depth on the Expressivity of Deep Linear State-Space Models

Receipt and verification

First computed	2026-07-05T07:41:14.501021Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4e8508be831b0cf7531356c103f6c8468e0bb2e8cf02fc16c3e11de71643c51b

Aliases

arxiv: 2402.02454 · arxiv_version: 2402.02454v1 · doi: 10.48550/arxiv.2402.02454 · pith_short_12: J2CQRPUDDMGP · pith_short_16: J2CQRPUDDMGPOUYT · pith_short_8: J2CQRPUD

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/J2CQRPUDDMGPOUYTK3AQH5WII2 \
  | 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: 4e8508be831b0cf7531356c103f6c8468e0bb2e8cf02fc16c3e11de71643c51b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "184fa4dee825a4bef0d84bdf71d3df68330ee963bcfdba819f91049af0119449",
    "cross_cats_sorted": [
      "cs.NA",
      "math.NA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-04T11:54:07Z",
    "title_canon_sha256": "cd1300095ba291b753936a96ba8aec63e1607a8dbadc902e9ddb5aa08d4af385"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.02454",
    "kind": "arxiv",
    "version": 1
  }
}