Pith. sign in
Pith Number

pith:3MHQRYTV

pith:2022:3MHQRYTVWDABLGI3EVWKXDEJ2X
not attested not anchored not stored refs pending

Efficient Generalization Improvement Guided by Random Weight Perturbation

Kun Fang, Ming Yang, Tao Li, Weihao Yan, Xiaolin Huang, Yingwen Wu, Zehao Lei

arxiv:2211.11489 v1 · 2022-11-21 · cs.CV · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{3MHQRYTVWDABLGI3EVWKXDEJ2X}

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

Receipt and verification
First computed 2026-07-05T05:17:54.133593Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

db0f08e275b0c015991b256cab8c89d5d7ed458c736e6fce3e7080c8a9927b82

Aliases

arxiv: 2211.11489 · arxiv_version: 2211.11489v1 · doi: 10.48550/arxiv.2211.11489 · pith_short_12: 3MHQRYTVWDAB · pith_short_16: 3MHQRYTVWDABLGI3 · pith_short_8: 3MHQRYTV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3MHQRYTVWDABLGI3EVWKXDEJ2X \
  | 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: db0f08e275b0c015991b256cab8c89d5d7ed458c736e6fce3e7080c8a9927b82
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "370ba30682d13409b6817e8c3bd3404eca167e9491750eaeb96b760c300f5949",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-11-21T14:24:34Z",
    "title_canon_sha256": "9da03d3b9a0697be6765c48f7c138c5d2dfe86fb1dd5a5551e44d06625829eda"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.11489",
    "kind": "arxiv",
    "version": 1
  }
}