Pith Number

pith:DMY3PAK4

pith:2025:DMY3PAK43BG4ZTGUWH2A3GWTDM

not attested not anchored not stored refs pending

Non-Parametric Probabilistic Robustness: A Conservative Risk Estimator under Unknown Perturbation Distributions

Carsten Maple, Siddartha Khastgir, Xingyu Zhao, Yi Zhang, Zheng Wang

arxiv:2511.17380 v2 · 2025-11-21 · cs.CV · 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{DMY3PAK43BG4ZTGUWH2A3GWTDM}

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.

Receipt and verification

First computed	2026-06-01T01:03:46.833047Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b31b7815cd84dccccd4b1f40d9ad31b21b109356aecb63cded10a6bbf387492

Aliases

arxiv: 2511.17380 · arxiv_version: 2511.17380v2 · doi: 10.48550/arxiv.2511.17380 · pith_short_12: DMY3PAK43BG4 · pith_short_16: DMY3PAK43BG4ZTGU · pith_short_8: DMY3PAK4

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/DMY3PAK43BG4ZTGUWH2A3GWTDM \
  | 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: 1b31b7815cd84dccccd4b1f40d9ad31b21b109356aecb63cded10a6bbf387492

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e0191d2cdb1de8858d6ccec0481ff3c44f1053e3bfe759f5f336b670bf18f351",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-11-21T16:44:01Z",
    "title_canon_sha256": "f72e7c8a2bfab0926c6e499416a601160c42a7afda229fef85c7734b23cfc180"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.17380",
    "kind": "arxiv",
    "version": 2
  }
}