Pith Number

pith:ZD3FQF5X

pith:2020:ZD3FQF5XNSM33KJEFRODZRN76L

not attested not anchored not stored refs pending

Closeness and Uncertainty Aware Adversarial Examples Detection in Adversarial Machine Learning

Ferhat Ozgur Catak, M. Taner Eskil, Omer Faruk Tuna

arxiv:2012.06390 v2 · 2020-12-11 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZD3FQF5XNSM33KJEFRODZRN76L}

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	2026-07-05T02:45:35.177768Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c8f65817b76c99bda9242c5c3cc5bff2ddf9ce52a3d8c507d3e15fc9a680b549

Aliases

arxiv: 2012.06390 · arxiv_version: 2012.06390v2 · doi: 10.48550/arxiv.2012.06390 · pith_short_12: ZD3FQF5XNSM3 · pith_short_16: ZD3FQF5XNSM33KJE · pith_short_8: ZD3FQF5X

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/ZD3FQF5XNSM33KJEFRODZRN76L \
  | 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: c8f65817b76c99bda9242c5c3cc5bff2ddf9ce52a3d8c507d3e15fc9a680b549

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "acc7a4b15a7bb25c12442981e483fe10a8528b75afa7d41351073000c637b18b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-12-11T14:44:59Z",
    "title_canon_sha256": "d90274b7ca3bf5d30b391019d0700bb7b36628b8b5b8bc310d553a63d837b2a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.06390",
    "kind": "arxiv",
    "version": 2
  }
}