Pith. sign in
Pith Number

pith:7H3MJSG5

pith:2025:7H3MJSG5BCB4B53Y47DGJ7T4YX
not attested not anchored not stored refs pending

CompeteSMoE -- Statistically Guaranteed Mixture of Experts Training via Competition

Huy Nguyen, Nam V. Nguyen, Nhat Ho, Quang Pham, Savitha Ramasamy, Van Nguyen

arxiv:2505.13380 v1 · 2025-05-19 · cs.AI · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{7H3MJSG5BCB4B53Y47DGJ7T4YX}

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.
Receipt and verification
First computed 2026-07-05T11:05:29.232883Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f9f6c4c8dd0883c0f778e7c664fe7cc5de653f41d593862fbbdccee0a89eef72

Aliases

arxiv: 2505.13380 · arxiv_version: 2505.13380v1 · doi: 10.48550/arxiv.2505.13380 · pith_short_12: 7H3MJSG5BCB4 · pith_short_16: 7H3MJSG5BCB4B53Y · pith_short_8: 7H3MJSG5
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7H3MJSG5BCB4B53Y47DGJ7T4YX \
  | 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: f9f6c4c8dd0883c0f778e7c664fe7cc5de653f41d593862fbbdccee0a89eef72
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b26298cc48e2109c7b7658831d9f092e5ec793dbd562da1621f100868a577be3",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-19T17:24:26Z",
    "title_canon_sha256": "c03ed8e583c47f6f0771eb78d5d400326c53edd86d1e6cb29652adfe7cef23fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.13380",
    "kind": "arxiv",
    "version": 1
  }
}