Pith Number

pith:AIHBLE3R

pith:2021:AIHBLE3RHSGVPJGHUTL2TDZJKH

not attested not anchored not stored refs pending

Assessing the Reliability of Deep Learning Classifiers Through Robustness Evaluation and Operational Profiles

Alec Banks, David Flynn, Sven Schewe, Victoria Cox, Wei Huang, Xiaowei Huang, Xingyu Zhao

arxiv:2106.01258 v1 · 2021-06-02 · 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{AIHBLE3RHSGVPJGHUTL2TDZJKH}

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	2026-07-05T02:45:45.467646Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

020e1593713c8d57a4c7a4d7a98f2951fd85ea59465abac1892973824b46081f

Aliases

arxiv: 2106.01258 · arxiv_version: 2106.01258v1 · doi: 10.48550/arxiv.2106.01258 · pith_short_12: AIHBLE3RHSGV · pith_short_16: AIHBLE3RHSGVPJGH · pith_short_8: AIHBLE3R

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/AIHBLE3RHSGVPJGHUTL2TDZJKH \
  | 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: 020e1593713c8d57a4c7a4d7a98f2951fd85ea59465abac1892973824b46081f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "070fdaaa876f7c8c301d4e7c8a0399b581dcbb8b9803ce794649c2594f35c25a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-02T16:10:46Z",
    "title_canon_sha256": "995f890b037bf6c901c041d3c8573144b1d461ce6587e8ae7742e4b47b35edb9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.01258",
    "kind": "arxiv",
    "version": 1
  }
}