Pith Number

pith:QOAVYFN2

pith:2024:QOAVYFN2IB3WPY5M6VKLJLA2Y6

not attested not anchored not stored refs pending

Statistical Advantages of Perturbing Cosine Router in Mixture of Experts

Huy Nguyen, Nhat Ho, Pedram Akbarian, Shujian Zhang, Trang Nguyen, Trang Pham

arxiv:2405.14131 v3 · 2024-05-23 · 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{QOAVYFN2IB3WPY5M6VKLJLA2Y6}

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

2 papers in Pith

Sparsity is Combinatorial Depth: Quantifying MoE Expressivity via Tropical Geometry

Adaptive Inverted-Index Routing for Granular Mixtures-of-Experts

Receipt and verification

First computed	2026-07-05T10:24:53.690346Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

83815c15ba407767e3acf554b4ac1ac7b8d81a1f8b5ef6d99d5b4d3c45080de3

Aliases

arxiv: 2405.14131 · arxiv_version: 2405.14131v3 · doi: 10.48550/arxiv.2405.14131 · pith_short_12: QOAVYFN2IB3W · pith_short_16: QOAVYFN2IB3WPY5M · pith_short_8: QOAVYFN2

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/QOAVYFN2IB3WPY5M6VKLJLA2Y6 \
  | 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: 83815c15ba407767e3acf554b4ac1ac7b8d81a1f8b5ef6d99d5b4d3c45080de3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c702566305c684c046c38c829c710ccf52e3dd5a8cf650836a4eb63c988d062",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-05-23T03:11:07Z",
    "title_canon_sha256": "dde5d9e021f6b25304fc08dbfa85de77f8da58286d5c533dc2e814afd3f81d40"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.14131",
    "kind": "arxiv",
    "version": 3
  }
}