Pith Number

pith:2AL4ZRRH

pith:2023:2AL4ZRRHVKME4SFWYRPWQGHURW

not attested not anchored not stored refs pending

A Recipe for Improved Certifiable Robustness

Kai Hu, Klas Leino, Matt Fredrikson, Zifan Wang

arxiv:2310.02513 v2 · 2023-10-04 · 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{2AL4ZRRHVKME4SFWYRPWQGHURW}

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

2 papers in Pith

Towards Generalized Certified Robustness with Multi-Norm Training

On the Extreme Variance of Certified Local Robustness Across Model Seeds

Receipt and verification

First computed	2026-07-05T08:35:38.107527Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d017ccc627aa984e48b6c45f6818f48d875cfbe7fbf0a40dcc96a163d0798d5d

Aliases

arxiv: 2310.02513 · arxiv_version: 2310.02513v2 · doi: 10.48550/arxiv.2310.02513 · pith_short_12: 2AL4ZRRHVKME · pith_short_16: 2AL4ZRRHVKME4SFW · pith_short_8: 2AL4ZRRH

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/2AL4ZRRHVKME4SFWYRPWQGHURW \
  | 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: d017ccc627aa984e48b6c45f6818f48d875cfbe7fbf0a40dcc96a163d0798d5d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eab6824abe8e050188ca92d785142005784626fb4a8c107264a991a1eaac1407",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-04T01:18:59Z",
    "title_canon_sha256": "c7a2a7acd4442d39a6421a67ed757c12c928f536783d546ee8f5e24658480a38"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.02513",
    "kind": "arxiv",
    "version": 2
  }
}