Pith Number

pith:DIIAIB2N

pith:2025:DIIAIB2NI3BBKNAV5MSAMKTX7Z

not attested not anchored not stored refs pending

Optimal Expert Selection for Distributed Mixture-of-Experts at the Wireless Edge

Hai Wu, Hongyang Du, Kaibin Huang, Shengling Qin

arxiv:2503.13421 v1 · 2025-03-17 · cs.DC · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DIIAIB2NI3BBKNAV5MSAMKTX7Z}

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	2026-07-05T10:33:00.286965Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1a1004074d46c2153415eb24062a77fe689432d3812e69a38a19ab2648b17d3d

Aliases

arxiv: 2503.13421 · arxiv_version: 2503.13421v1 · doi: 10.48550/arxiv.2503.13421 · pith_short_12: DIIAIB2NI3BB · pith_short_16: DIIAIB2NI3BBKNAV · pith_short_8: DIIAIB2N

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/DIIAIB2NI3BBKNAV5MSAMKTX7Z \
  | 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: 1a1004074d46c2153415eb24062a77fe689432d3812e69a38a19ab2648b17d3d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "514787b024f8695509309f80a303824004bbc5e5202bd0b94474778235699e38",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-03-17T17:51:49Z",
    "title_canon_sha256": "9a5cb817a81e7608cfb903a82caddf3bc8f61af04c301b869752fb249a5214dc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.13421",
    "kind": "arxiv",
    "version": 1
  }
}