Pith Number

pith:VIFPZW6P

pith:2021:VIFPZW6PSIP2UX5IVGOW7WKAC3

not attested not anchored not stored refs pending

A Systematic Review of Robustness in Deep Learning for Computer Vision: Mind the gap?

Ilya Shpitser, Mathias Unberath, Nathan Drenkow, Numair Sani

arxiv:2112.00639 v2 · 2021-12-01 · cs.CV · cs.AI · 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{VIFPZW6PSIP2UX5IVGOW7WKAC3}

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

3 papers in Pith

SegSTRONG-C: Segmenting Surgical Tools Robustly On Non-adversarial Generated Corruptions -- An EndoVis'24 Challenge

Stress-Testing Neural Network Verifiers with Provably Robust Instances

Advancing Trustworthy AI in Healthcare Through Meta-Research: Results of an Interdisciplinary Design-Thinking Workshop

Receipt and verification

First computed	2026-07-05T05:19:51.526775Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa0afcdbcf921faa5fa8a99d6fd94016deb4e6dceae5702e54d4a220fd3ed33c

Aliases

arxiv: 2112.00639 · arxiv_version: 2112.00639v2 · doi: 10.48550/arxiv.2112.00639 · pith_short_12: VIFPZW6PSIP2 · pith_short_16: VIFPZW6PSIP2UX5I · pith_short_8: VIFPZW6P

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/VIFPZW6PSIP2UX5IVGOW7WKAC3 \
  | 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: aa0afcdbcf921faa5fa8a99d6fd94016deb4e6dceae5702e54d4a220fd3ed33c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d5f366415a6dccd74789774edaf0e31ae5b52ccead5feab6bf0cfcfc1928925e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-12-01T16:42:38Z",
    "title_canon_sha256": "33235699d6616503a2da42156f7ce711dd601c796f25e50982b9ca4f6d1967e3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.00639",
    "kind": "arxiv",
    "version": 2
  }
}