Pith Number

pith:R7LMZIXO

pith:2023:R7LMZIXOGAY6NJYKRQDFGWZFR2

not attested not anchored not stored refs pending

A Novel Noise Injection-based Training Scheme for Better Model Robustness

Jinyang Jiang, Minjie Chen, Yijie Peng, Zeliang Zhang, Zhaofei Yu, Zhiyuan Wang

arxiv:2302.10802 v2 · 2023-02-17 · 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{R7LMZIXOGAY6NJYKRQDFGWZFR2}

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	2026-07-05T06:14:41.185046Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8fd6cca2ee3031e6a70a8c06535b258ebb6dd1a96f5dda30aec0137675ae639a

Aliases

arxiv: 2302.10802 · arxiv_version: 2302.10802v2 · doi: 10.48550/arxiv.2302.10802 · pith_short_12: R7LMZIXOGAY6 · pith_short_16: R7LMZIXOGAY6NJYK · pith_short_8: R7LMZIXO

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/R7LMZIXOGAY6NJYKRQDFGWZFR2 \
  | 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: 8fd6cca2ee3031e6a70a8c06535b258ebb6dd1a96f5dda30aec0137675ae639a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "55468a0e38f3074b8738105920ffc4eac77bc51e951a431d7db440b8078a078c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-17T02:50:25Z",
    "title_canon_sha256": "355b557d0344118df1660704efbc0d91b31db76c0ef120646c02382a799af0a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.10802",
    "kind": "arxiv",
    "version": 2
  }
}