Pith Number

pith:YDTJYOVD

pith:2022:YDTJYOVDGUVVIOV3AO2NUTDC5I

not attested not anchored not stored refs pending

Reducing Certified Regression to Certified Classification for General Poisoning Attacks

Daniel Lowd, Zayd Hammoudeh

arxiv:2208.13904 v2 · 2022-08-29 · cs.LG · cs.CR · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YDTJYOVDGUVVIOV3AO2NUTDC5I}

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.

Cited by

1 paper in Pith

Position: Certified Robustness Does Not (Yet) Imply Model Security

Receipt and verification

First computed	2026-07-05T05:29:03.360697Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c0e69c3aa3352b543abb03b4da4c62ea259c9e3cf73e41a440c4244656ef57d2

Aliases

arxiv: 2208.13904 · arxiv_version: 2208.13904v2 · doi: 10.48550/arxiv.2208.13904 · pith_short_12: YDTJYOVDGUVV · pith_short_16: YDTJYOVDGUVVIOV3 · pith_short_8: YDTJYOVD

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/YDTJYOVDGUVVIOV3AO2NUTDC5I \
  | 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: c0e69c3aa3352b543abb03b4da4c62ea259c9e3cf73e41a440c4244656ef57d2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "27dc104501213d2183a4a51ca6b713ff18ff3bc58097f9b275eb02f6513ccdc8",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-29T21:52:41Z",
    "title_canon_sha256": "558818165eaea99ca5f6a11da25c8c27a953faa17aebf9867c4bcb7585b65d9a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.13904",
    "kind": "arxiv",
    "version": 2
  }
}