Pith Number

pith:IJRKS6HF

pith:2021:IJRKS6HF64RMJFQ54QPXEPMU6S

not attested not anchored not stored refs pending

Exploiting epistemic uncertainty of the deep learning models to generate adversarial samples

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

arxiv:2102.04150 v2 · 2021-02-08 · 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{IJRKS6HF64RMJFQ54QPXEPMU6S}

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	2026-07-05T02:14:57.253428Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4262a978e5f722c4961de41f723d94f496523212d6cf4cb95e5aad24381d8f10

Aliases

arxiv: 2102.04150 · arxiv_version: 2102.04150v2 · doi: 10.48550/arxiv.2102.04150 · pith_short_12: IJRKS6HF64RM · pith_short_16: IJRKS6HF64RMJFQ5 · pith_short_8: IJRKS6HF

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/IJRKS6HF64RMJFQ54QPXEPMU6S \
  | 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: 4262a978e5f722c4961de41f723d94f496523212d6cf4cb95e5aad24381d8f10

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "392f70c55a76270b8886d959f033cfc7cefc2cbf4cc61db512714a67084be96f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-08T11:59:27Z",
    "title_canon_sha256": "5b97c1b98dc1e892fe77e1d9459692fe354537cf19786fbfc508c65834c5080c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.04150",
    "kind": "arxiv",
    "version": 2
  }
}