Pith Number

pith:663IKOLK

pith:2021:663IKOLK5MB6Q6Q4I6OYSK2WOM

not attested not anchored not stored refs pending

Asymmetric Heavy Tails and Implicit Bias in Gaussian Noise Injections

Alexander Camuto, Chris Holmes, Lingjiong Zhu, Mert G\"urb\"uzbalaban, Umut \c{S}im\c{s}ekli, Xiaoyu Wang

arxiv:2102.07006 v2 · 2021-02-13 · 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{663IKOLK5MB6Q6Q4I6OYSK2WOM}

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	2026-07-05T02:48:21.176109Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f7b685396aeb03e87a1c479d892b56731dbb7b66efa8f823954fc88538c26cb9

Aliases

arxiv: 2102.07006 · arxiv_version: 2102.07006v2 · doi: 10.48550/arxiv.2102.07006 · pith_short_12: 663IKOLK5MB6 · pith_short_16: 663IKOLK5MB6Q6Q4 · pith_short_8: 663IKOLK

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/663IKOLK5MB6Q6Q4I6OYSK2WOM \
  | 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: f7b685396aeb03e87a1c479d892b56731dbb7b66efa8f823954fc88538c26cb9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a22c762a0d14188e60d5a0a3aa0a539683be9a3588706b09c4e753c1cc82a91",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-02-13T21:28:09Z",
    "title_canon_sha256": "222bf92e7b4983d563f5222068cbbc3657419a78783d243f399a864c8c657d75"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.07006",
    "kind": "arxiv",
    "version": 2
  }
}