Pith Number

pith:XMSHAI22

pith:2022:XMSHAI22X6MHIBX7SYX6PTVIN7

not attested not anchored not stored refs pending

On generalization bounds for deep networks based on loss surface implicit regularization

Johannes Schmidt-Hieber, Masaaki Imaizumi

arxiv:2201.04545 v3 · 2022-01-12 · 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{XMSHAI22X6MHIBX7SYX6PTVIN7}

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.

Receipt and verification

First computed	2026-07-05T05:06:54.246721Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb2470235abf987406ff962fe7cea86fcecd5e5ae856985d64e1c96cbde71d32

Aliases

arxiv: 2201.04545 · arxiv_version: 2201.04545v3 · doi: 10.48550/arxiv.2201.04545 · pith_short_12: XMSHAI22X6MH · pith_short_16: XMSHAI22X6MHIBX7 · pith_short_8: XMSHAI22

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/XMSHAI22X6MHIBX7SYX6PTVIN7 \
  | 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: bb2470235abf987406ff962fe7cea86fcecd5e5ae856985d64e1c96cbde71d32

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "de8686947e8d74b693d6a150e57055c9e8e16d85ce0b571582387bd30408a2a0",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-01-12T16:41:34Z",
    "title_canon_sha256": "5f98860df8f625f76e5f06d5ce7fc3d2e44241130db5d0e408314b75a31276b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.04545",
    "kind": "arxiv",
    "version": 3
  }
}