Pith Number

pith:G7DKC5CC

pith:2020:G7DKC5CCP2L3DFANDH3RGBBX5Z

not attested not anchored not stored refs pending

On the Effectiveness of Mitigating Data Poisoning Attacks with Gradient Shaping

Nicolas Papernot, Sanghyun Hong, Tudor Dumitra\c{s}, Varun Chandrasekaran, Yi\u{g}itcan Kaya

arxiv:2002.11497 v2 · 2020-02-26 · 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{G7DKC5CCP2L3DFANDH3RGBBX5Z}

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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.

Cited by

2 papers in Pith

Landseer: Exploring the Machine Learning Defense Landscape

CSC: Turning the Adversary's Poison against Itself

Receipt and verification

First computed	2026-07-05T00:44:28.956182Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

37c6a174427e97b1940d19f7130437ee7f0f619d3ebd0b4ae969d13485c74c7e

Aliases

arxiv: 2002.11497 · arxiv_version: 2002.11497v2 · doi: 10.48550/arxiv.2002.11497 · pith_short_12: G7DKC5CCP2L3 · pith_short_16: G7DKC5CCP2L3DFAN · pith_short_8: G7DKC5CC

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/G7DKC5CCP2L3DFANDH3RGBBX5Z \
  | 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: 37c6a174427e97b1940d19f7130437ee7f0f619d3ebd0b4ae969d13485c74c7e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e616903cadeb6b4297faacfa2ed6ca869149f720292955a66c5ba49a0bdce70b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2020-02-26T14:04:16Z",
    "title_canon_sha256": "15284fe0acf609bb0f820241c1cf5311c4a8d94b460b43ab82241d3616a4bdbc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.11497",
    "kind": "arxiv",
    "version": 2
  }
}