pith. sign in
Pith Number

pith:RXFKE5PD

pith:2016:RXFKE5PDQNHJ4EBUK5LZIYQCMR
not attested not anchored not stored refs pending

A Theoretical Framework for Robustness of (Deep) Classifiers against Adversarial Examples

Beilun Wang, Ji Gao, Yanjun Qi

arxiv:1612.00334 v12 · 2016-12-01 · cs.LG · cs.CR · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{RXFKE5PDQNHJ4EBUK5LZIYQCMR}

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 2026-05-18T00:34:15.620122Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

8dcaa275e3834e9e1034575794620264743476ef798c8aba739d1a0c69763c82

Aliases

arxiv: 1612.00334 · arxiv_version: 1612.00334v12 · doi: 10.48550/arxiv.1612.00334 · pith_short_12: RXFKE5PDQNHJ · pith_short_16: RXFKE5PDQNHJ4EBU · pith_short_8: RXFKE5PD
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/RXFKE5PDQNHJ4EBUK5LZIYQCMR \
  | 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: 8dcaa275e3834e9e1034575794620264743476ef798c8aba739d1a0c69763c82
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "96b7420b31c725e857946ca1969ae11917356055f5a2dc8bb77149b48fc63444",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-12-01T16:20:39Z",
    "title_canon_sha256": "b0afcffafd4447e58f7b580718f6fbfc005786f88660318f7d6468610ecaf301"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1612.00334",
    "kind": "arxiv",
    "version": 12
  }
}