pith. sign in
Pith Number

pith:XXLZHJMA

pith:2026:XXLZHJMAML5OOTXVOVMDZTLCLE
not attested not anchored not stored refs pending

Multistage Defer Trees for Hybrid Interpretability: If at First You Can't Succeed, Tree Again

Cynthia Rudin, Hayden McTavish, Margo Seltzer, Zakk Heile

arxiv:2606.30995 v1 · 2026-06-30 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XXLZHJMAML5OOTXVOVMDZTLCLE}

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 2026-07-01T00:17:23.754383Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bdd793a58062fae74ef575583ccd62593c6a2574091a61942745e655aa367b6c

Aliases

arxiv: 2606.30995 · arxiv_version: 2606.30995v1 · doi: 10.48550/arxiv.2606.30995 · pith_short_12: XXLZHJMAML5O · pith_short_16: XXLZHJMAML5OOTXV · pith_short_8: XXLZHJMA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XXLZHJMAML5OOTXVOVMDZTLCLE \
  | 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: bdd793a58062fae74ef575583ccd62593c6a2574091a61942745e655aa367b6c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e19b4b3caee1fe5c6797c9953b48168df11cb46cb883c7e8ebca79bcc6c5d548",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-30T00:15:00Z",
    "title_canon_sha256": "b39be8b76aede84e96beae87966e07e4532235a3a061bc2d1216dd8895e16364"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.30995",
    "kind": "arxiv",
    "version": 1
  }
}