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Pith Number

pith:KU6CHKQI

pith:2024:KU6CHKQIFS7TCSWOPEIH5F2FED
not attested not anchored not stored refs pending

On Expert Estimation in Hierarchical Mixture of Experts: Beyond Softmax Gating Functions

Carl Harris, Huy Nguyen, Nhat Ho, Suchi Saria, Xing Han

arxiv:2410.02935 v2 · 2024-10-03 · stat.ML · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{KU6CHKQIFS7TCSWOPEIH5F2FED}

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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

3 papers in Pith

FLAME: Adaptive Mixture-of-Experts for Continual Multimodal Multi-Task Learning
Hierarchical Mixture-of-Experts with Two-Stage Optimization
On Bayesian Softmax-Gated Mixture-of-Experts Models
Receipt and verification
First computed 2026-07-05T10:26:08.287445Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

553c23aa082cbf314ace79107e974520f8e8858352f4611e92ba2b7c04ca70e7

Aliases

arxiv: 2410.02935 · arxiv_version: 2410.02935v2 · doi: 10.48550/arxiv.2410.02935 · pith_short_12: KU6CHKQIFS7T · pith_short_16: KU6CHKQIFS7TCSWO · pith_short_8: KU6CHKQI
Agent API
Resolver JSON Graph JSON Events JSON Schema Signing key
Verify this Pith Number yourself 
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KU6CHKQIFS7TCSWOPEIH5F2FED \
  | 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: 553c23aa082cbf314ace79107e974520f8e8858352f4611e92ba2b7c04ca70e7
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "0b97a0abc0cf1291d3516451b4011f1fa534ba15584995bcb1dba2f7b0671e19",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-10-03T19:28:52Z",
    "title_canon_sha256": "57c8a3c4a584729b26c967d35eb3c3ccb7a60571e5bb6e0a41ed14f22df3473f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02935",
    "kind": "arxiv",
    "version": 2
  }
}