Pith. sign in
Pith Number

pith:4LC4Q7OM

pith:2025:4LC4Q7OMO5VQCMZ2YG4GKYTV64
not attested not anchored not stored refs pending

What makes an Ensemble (Un) Interpretable?

Guy Amir, Guy Katz, Meirav Zehavi, Shahaf Bassan

arxiv:2506.08216 v1 · 2025-06-09 · cs.LG · cs.CC · cs.LO

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{4LC4Q7OMO5VQCMZ2YG4GKYTV64}

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 2026-07-05T11:18:46.361844Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e2c5c87dcc776b01333ac1b8656275f72294a0af9e38f696ef6e988b509923a7

Aliases

arxiv: 2506.08216 · arxiv_version: 2506.08216v1 · doi: 10.48550/arxiv.2506.08216 · pith_short_12: 4LC4Q7OMO5VQ · pith_short_16: 4LC4Q7OMO5VQCMZ2 · pith_short_8: 4LC4Q7OM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/4LC4Q7OMO5VQCMZ2YG4GKYTV64 \
  | 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: e2c5c87dcc776b01333ac1b8656275f72294a0af9e38f696ef6e988b509923a7
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "454240000e6bfe4e8ec92f5634413a4a50d6e0598d11df65ddc72803156199ba",
    "cross_cats_sorted": [
      "cs.CC",
      "cs.LO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-09T20:38:04Z",
    "title_canon_sha256": "16f8b771cb136db6ace48dd23c2cc118218ed2abc18ccfb4a5554d958776ee4c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.08216",
    "kind": "arxiv",
    "version": 1
  }
}