Pith Number

pith:XZ5LWDNK

pith:2025:XZ5LWDNKZDYCECXIBSZI5G424P

not attested not anchored not stored refs pending

Robustness of deep learning classification to adversarial input on GPUs: asynchronous parallel accumulation is a source of vulnerability

Ada Sedova, Christopher Culver, Mathieu Taillefumier, Oscar Hernandez, Sanjif Shanmugavelu, Vijay Ganesh

arxiv:2503.17173 v2 · 2025-03-21 · cs.LG · cs.DC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XZ5LWDNKZDYCECXIBSZI5G424P}

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	2026-07-05T11:57:35.297015Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be7abb0daac8f0220ae80cb28e9b9ae3dc128d4af542ba0c7f00dfc250837f85

Aliases

arxiv: 2503.17173 · arxiv_version: 2503.17173v2 · doi: 10.48550/arxiv.2503.17173 · pith_short_12: XZ5LWDNKZDYC · pith_short_16: XZ5LWDNKZDYCECXI · pith_short_8: XZ5LWDNK

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/XZ5LWDNKZDYCECXIBSZI5G424P \
  | 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: be7abb0daac8f0220ae80cb28e9b9ae3dc128d4af542ba0c7f00dfc250837f85

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c3ca60354cc4589fb3b1433ec8963d7bfe8605beefd646477ca84fdf869aa37a",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-21T14:19:45Z",
    "title_canon_sha256": "1c2e022b04e2eaa6fdeaece9ea93398e51d4176f104c54643b45a59e363b162e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.17173",
    "kind": "arxiv",
    "version": 2
  }
}