Pith Number

pith:ZB7S57CB

pith:2017:ZB7S57CBVAAHWD65HM7E7DRZEG

not attested not anchored not stored refs pending

Towards Poisoning of Deep Learning Algorithms with Back-gradient Optimization

Ambra Demontis, Andrea Paudice, Battista Biggio, Emil C. Lupu, Fabio Roli, Luis Mu\~noz-Gonz\'alez, Vasin Wongrassamee

arxiv:1708.08689 v1 · 2017-08-29 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZB7S57CBVAAHWD65HM7E7DRZEG}

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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

1 paper in Pith

Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning

Receipt and verification

First computed	2026-05-18T00:36:26.003045Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c87f2efc41a8007b0fdd3b3e4f8e39219da09aa0b1670e06e9be7c89457b6832

Aliases

arxiv: 1708.08689 · arxiv_version: 1708.08689v1 · doi: 10.48550/arxiv.1708.08689 · pith_short_12: ZB7S57CBVAAH · pith_short_16: ZB7S57CBVAAHWD65 · pith_short_8: ZB7S57CB

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/ZB7S57CBVAAHWD65HM7E7DRZEG \
  | 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: c87f2efc41a8007b0fdd3b3e4f8e39219da09aa0b1670e06e9be7c89457b6832

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cefd2e3ff330baca04a05f79c022897434358a678c49477c859e535b7915997a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-08-29T10:47:38Z",
    "title_canon_sha256": "ca3a4961a814f1ccb90a8ddc60eb74b863c6c6455d67f175dca4655c2de5fd87"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1708.08689",
    "kind": "arxiv",
    "version": 1
  }
}