Pith. sign in
Pith Number

pith:J3H7XFBE

pith:2022:J3H7XFBE4LSW53HF62MKNTDVV6
not attested not anchored not stored refs pending

Trust in AI: Interpretability is not necessary or sufficient, while black-box interaction is necessary and sufficient

Max W. Shen

arxiv:2202.05302 v1 · 2022-02-10 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{J3H7XFBE4LSW53HF62MKNTDVV6}

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

Receipt and verification
First computed 2026-07-05T03:56:06.870713Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4ecffb9424e2e56eece5f698a6cc75afb0c155064291f45dc40e7f2c8838fa49

Aliases

arxiv: 2202.05302 · arxiv_version: 2202.05302v1 · doi: 10.48550/arxiv.2202.05302 · pith_short_12: J3H7XFBE4LSW · pith_short_16: J3H7XFBE4LSW53HF · pith_short_8: J3H7XFBE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/J3H7XFBE4LSW53HF62MKNTDVV6 \
  | 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: 4ecffb9424e2e56eece5f698a6cc75afb0c155064291f45dc40e7f2c8838fa49
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ef959f2252819b1af3ee821b08cb1c128c85b11aa0b3a002b1270e1dffd03107",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-10T19:59:23Z",
    "title_canon_sha256": "c6561276fb0a66bbaafa6c63a3ec9e23848e8c78964499250cd6f6669f364e38"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.05302",
    "kind": "arxiv",
    "version": 1
  }
}