Pith Number

pith:ZOTKHO63

pith:2024:ZOTKHO63SMQMD4OZOPDRKECO53

not attested not anchored not stored refs pending

CompeteSMoE -- Effective Training of Sparse Mixture of Experts via Competition

Binh T. Nguyen, Chenghao Liu, Giang Do, Huy Nguyen, Mina Sartipi, Nhat Ho, Quang Pham, Savitha Ramasamy, Steven Hoi, TrungTin Nguyen, Xiaoli Li

arxiv:2402.02526 v1 · 2024-02-04 · 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{ZOTKHO63SMQMD4OZOPDRKECO53}

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

3 papers in Pith

Mixture-of-Control: State-Aware Fine-Tuning for Transformer-based Models

Tight Clusters Make Specialized Experts

Convergence Rates for Latent Mixing Measures in Infinite Homoscedastic Location-Scale Mixture Models

Receipt and verification

First computed	2026-07-05T07:41:29.765564Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cba6a3bbdb9320c1f1d973c715104eeed36074c35745a47da36aebecde53bfe0

Aliases

arxiv: 2402.02526 · arxiv_version: 2402.02526v1 · doi: 10.48550/arxiv.2402.02526 · pith_short_12: ZOTKHO63SMQM · pith_short_16: ZOTKHO63SMQMD4OZ · pith_short_8: ZOTKHO63

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/ZOTKHO63SMQMD4OZOPDRKECO53 \
  | 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: cba6a3bbdb9320c1f1d973c715104eeed36074c35745a47da36aebecde53bfe0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d51ec733d0f931c96732d5b076aa2d17dbc36c2822e1b5a44239287ddff890b1",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-04T15:17:09Z",
    "title_canon_sha256": "6c19ae49fa750cce7a080a2c2c78d57d6308afcf5f6942311cc833bb58610afd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.02526",
    "kind": "arxiv",
    "version": 1
  }
}