Pith Number

pith:BEFLKI5O

pith:2023:BEFLKI5OHNEWV65PVFK4EJQT5C

not attested not anchored not stored refs pending

Towards Deep Learning Models Resistant to Transfer-based Adversarial Attacks via Data-centric Robust Learning

Chao Shen, Chenhao Lin, Hongshan Yang, Qian Li, Qiwei Tian, Xiang Ji, Yulong Yang, Zhibo Wang

arxiv:2310.09891 v1 · 2023-10-15 · cs.CR · 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{BEFLKI5OHNEWV65PVFK4EJQT5C}

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	2026-07-05T07:01:12.436655Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

090ab523ae3b496afbafa955c22613e88e3405c80d1ebe3eb2bb8f3bca479809

Aliases

arxiv: 2310.09891 · arxiv_version: 2310.09891v1 · doi: 10.48550/arxiv.2310.09891 · pith_short_12: BEFLKI5OHNEW · pith_short_16: BEFLKI5OHNEWV65P · pith_short_8: BEFLKI5O

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/BEFLKI5OHNEWV65PVFK4EJQT5C \
  | 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: 090ab523ae3b496afbafa955c22613e88e3405c80d1ebe3eb2bb8f3bca479809

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "75fce65dc5f4122997a668a11dd8cb2e73fad8f49df5100a6a6fd649a1ccb00d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-10-15T17:20:42Z",
    "title_canon_sha256": "00bbd73100114cbec3623ef68d736adba9d8a6a6ccb9d5218910895e72b2c91f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.09891",
    "kind": "arxiv",
    "version": 1
  }
}