Pith Number

pith:22KH7ACB

pith:2021:22KH7ACB2A5S3F7FX374ZSN4W4

not attested not anchored not stored refs pending

EvoMoE: An Evolutional Mixture-of-Experts Training Framework via Dense-To-Sparse Gate

Bin Cui, Jilong Xue, Lingxiao Ma, Qibin Liu, Shijie Cao, Xiaonan Nie, Xupeng Miao, Yi Liu, Youshan Miao, Zhi Yang

arxiv:2112.14397 v2 · 2021-12-29 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{22KH7ACB2A5S3F7FX374ZSN4W4}

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

Toward Calibrated Mixture-of-Experts Under Distribution Shift

Towards Generalization-Oriented Models for Vehicle Routing Problems with Mixture-of-Experts

When Does Sparse MoE Help in Vision? The Role of Backbone Compute Leverage in Sparse Routing

Receipt and verification

First computed	2026-07-05T05:04:26.737156Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6947f8041d03b2d97e5beffccc9bcb700a28fd28bd3096733a3963ca862cfba

Aliases

arxiv: 2112.14397 · arxiv_version: 2112.14397v2 · doi: 10.48550/arxiv.2112.14397 · pith_short_12: 22KH7ACB2A5S · pith_short_16: 22KH7ACB2A5S3F7F · pith_short_8: 22KH7ACB

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/22KH7ACB2A5S3F7FX374ZSN4W4 \
  | 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: d6947f8041d03b2d97e5beffccc9bcb700a28fd28bd3096733a3963ca862cfba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e8dff3835e9daea0ea1a3e6a9281a0155952b8c63fdfb693ed1c817c89f5b619",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-29T04:52:14Z",
    "title_canon_sha256": "52342fb3fc26146aa896f64fc5a6d8939059391652c4aae8f93d6de75cfad74f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.14397",
    "kind": "arxiv",
    "version": 2
  }
}