Pith Number

pith:LHLENHWL

pith:2019:LHLENHWLT6DD4NWISPBHAWOK3J

not attested not anchored not stored refs pending

The Implicit Bias of Depth: How Incremental Learning Drives Generalization

Amit Daniely, Daniel Gissin, Shai Shalev-Shwartz

arxiv:1909.12051 v2 · 2019-09-26 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LHLENHWLT6DD4NWISPBHAWOK3J}

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

There Will Be a Scientific Theory of Deep Learning

Receipt and verification

First computed	2026-07-05T00:28:54.326837Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

59d6469ecb9f863e36c893c27059cada646e7d85045a6aa67549b7d6447d4062

Aliases

arxiv: 1909.12051 · arxiv_version: 1909.12051v2 · doi: 10.48550/arxiv.1909.12051 · pith_short_12: LHLENHWLT6DD · pith_short_16: LHLENHWLT6DD4NWI · pith_short_8: LHLENHWL

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/LHLENHWLT6DD4NWISPBHAWOK3J \
  | 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: 59d6469ecb9f863e36c893c27059cada646e7d85045a6aa67549b7d6447d4062

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "efb659e594ff158aa5523c4e44562fb504556a207e538bb959d54b2f4fb83cad",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-09-26T12:38:41Z",
    "title_canon_sha256": "43679e68c772b69fb1143aba5bf4389d3a5ecd7adf68aff09e424f05166efcdb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.12051",
    "kind": "arxiv",
    "version": 2
  }
}