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Pith Number

pith:IDELANYP

pith:2024:IDELANYPYXTAMDHRWSNLVPOOO5
not attested not anchored not stored refs pending

Understanding Expert Structures on Minimax Parameter Estimation in Contaminated Mixture of Experts

Dung Le, Fanqi Yan, Huy Nguyen, Nhat Ho, Pedram Akbarian

arxiv:2410.12258 v2 · 2024-10-16 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{IDELANYPYXTAMDHRWSNLVPOOO5}

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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 2026-07-05T10:25:11.848909Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

40c8b0370fc5e6060cf1b49ababdce77418b0dcafe8952fb5696b2f995087e15

Aliases

arxiv: 2410.12258 · arxiv_version: 2410.12258v2 · doi: 10.48550/arxiv.2410.12258 · pith_short_12: IDELANYPYXTA · pith_short_16: IDELANYPYXTAMDHR · pith_short_8: IDELANYP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/IDELANYPYXTAMDHRWSNLVPOOO5 \
  | 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: 40c8b0370fc5e6060cf1b49ababdce77418b0dcafe8952fb5696b2f995087e15
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f450eed3d9eefd65b804f2e01632f0be2b0b843f0f870e33a5f1c6fdb9cf7e12",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-16T05:52:51Z",
    "title_canon_sha256": "a6b049a2647d4ee91e1571672f5b34413cc6bc1d23fde03980f26bd220e903c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.12258",
    "kind": "arxiv",
    "version": 2
  }
}