Pith Number

pith:RGFQOWK5

pith:2023:RGFQOWK5PRXPXBP2DRL4VHPVZV

not attested not anchored not stored refs pending

Adversarial Attacks and Defenses in Machine Learning-Powered Networks: A Contemporary Survey

Ekram Hossain, H. Vincent Poor, Shenghong Li, Tong Sun, Wei Ni, Xin Yuan, Yulong Wang

arxiv:2303.06302 v1 · 2023-03-11 · 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{RGFQOWK5PRXPXBP2DRL4VHPVZV}

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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

The AI Security Zugzwang

Receipt and verification

First computed	2026-07-05T05:50:17.026172Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

898b07595d7c6efb85fa1c57ca9df5cd7e0fc44dfeb933cd7bb043a62d8c0317

Aliases

arxiv: 2303.06302 · arxiv_version: 2303.06302v1 · doi: 10.48550/arxiv.2303.06302 · pith_short_12: RGFQOWK5PRXP · pith_short_16: RGFQOWK5PRXPXBP2 · pith_short_8: RGFQOWK5

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/RGFQOWK5PRXPXBP2DRL4VHPVZV \
  | 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: 898b07595d7c6efb85fa1c57ca9df5cd7e0fc44dfeb933cd7bb043a62d8c0317

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f1ab0cbb0f06f41b7520d4731aa7cf1b715a0c77270d6722bee041d577510ef",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-11T04:19:31Z",
    "title_canon_sha256": "705614f61bbe6559f42601c7e8685959963a5ec146e9f545dce3b909d99182a8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.06302",
    "kind": "arxiv",
    "version": 1
  }
}