pith. sign in
Pith Number

pith:ESVGXQOP

pith:2025:ESVGXQOP5MORKFBC5K6EIBQQTJ
not attested not anchored not stored refs pending

Mixture of Experts Made Intrinsically Interpretable

Adel Bibi, Ashkan Khakzar, Christian Schroeder de Witt, Constantin Venhoff, Philip Torr, Puneet K. Dokania, Xingyi Yang

arxiv:2503.07639 v1 · 2025-03-05 · cs.LG · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ESVGXQOP5MORKFBC5K6EIBQQTJ}

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 2026-07-05T10:28:40.573145Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

24aa6bc1cfeb1d151422eabc4406109a7143e6180f1efe5a1c595852248a46ca

Aliases

arxiv: 2503.07639 · arxiv_version: 2503.07639v1 · doi: 10.48550/arxiv.2503.07639 · pith_short_12: ESVGXQOP5MOR · pith_short_16: ESVGXQOP5MORKFBC · pith_short_8: ESVGXQOP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ESVGXQOP5MORKFBC5K6EIBQQTJ \
  | 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: 24aa6bc1cfeb1d151422eabc4406109a7143e6180f1efe5a1c595852248a46ca
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e34deb6ede60feb05e3f0857c4a0dea15ce7147773a2b1f61667d416786c37bc",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-05T17:40:54Z",
    "title_canon_sha256": "0c4201063be64ce228b857c6572db553f2635f8b7f3a14ca07cf5f195371c5fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.07639",
    "kind": "arxiv",
    "version": 1
  }
}