Pith Number

pith:WRTXMPHT

pith:2025:WRTXMPHTD6GEDBDUPLOPBCVC74

not attested not anchored not stored refs pending

Mixture of Experts (MoE): A Big Data Perspective

Philip S. Yu, Wensheng Gan, Zhenlian Qi, Zhenyao Ning

arxiv:2501.16352 v1 · 2025-01-18 · 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{WRTXMPHTD6GEDBDUPLOPBCVC74}

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

1 paper in Pith

Beyond Routing: Characterising Expert Tuning and Representation in Vision Mixture-of-Experts

Receipt and verification

First computed	2026-07-05T10:06:11.724142Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b467763cf31f8c4184747adcf08aa2ff299090d77744251ac1aec79fc4483840

Aliases

arxiv: 2501.16352 · arxiv_version: 2501.16352v1 · doi: 10.48550/arxiv.2501.16352 · pith_short_12: WRTXMPHTD6GE · pith_short_16: WRTXMPHTD6GEDBDU · pith_short_8: WRTXMPHT

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/WRTXMPHTD6GEDBDUPLOPBCVC74 \
  | 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: b467763cf31f8c4184747adcf08aa2ff299090d77744251ac1aec79fc4483840

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9e66b1b23606e510e3ffb4a6429a407b3c5bf40e0afb5e69d1ad8020b06fce9e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-18T20:17:31Z",
    "title_canon_sha256": "4dbe30bb58548d9d93285d91b78658df3d2b6db33c26081f8b4929a975459ff5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.16352",
    "kind": "arxiv",
    "version": 1
  }
}