Pith Number

pith:3ULOX6M7

pith:2017:3ULOX6M7NAQ7WIQJFC7VEYPKQD

not attested not anchored not stored refs pending

Enhancing Robustness of Machine Learning Systems via Data Transformations

Arjun Nitin Bhagoji, Chawin Sitawarin, Daniel Cullina, Prateek Mittal

arxiv:1704.02654 v4 · 2017-04-09 · 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{3ULOX6M7NAQ7WIQJFC7VEYPKQD}

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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

Local Hessian Spectral Filtering for Robust Intrinsic Dimension Estimation

Receipt and verification

First computed	2026-05-18T00:29:13.384838Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd16ebf99f6821fb220928bf5261ea80ee65abf139e89f9407f5d1c034f8f971

Aliases

arxiv: 1704.02654 · arxiv_version: 1704.02654v4 · doi: 10.48550/arxiv.1704.02654 · pith_short_12: 3ULOX6M7NAQ7 · pith_short_16: 3ULOX6M7NAQ7WIQJ · pith_short_8: 3ULOX6M7

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/3ULOX6M7NAQ7WIQJFC7VEYPKQD \
  | 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: dd16ebf99f6821fb220928bf5261ea80ee65abf139e89f9407f5d1c034f8f971

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e1144fefd877cd48cab6b813e489f60fead93806325d735a0484a1dafcfcf199",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2017-04-09T20:21:43Z",
    "title_canon_sha256": "d965158ab3767978456a9befc3e3c4f4892d7b5820061a0a9d54b9b68208450d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1704.02654",
    "kind": "arxiv",
    "version": 4
  }
}