Pith Number

pith:GFHD7S67

pith:2026:GFHD7S67HAJVTWHOC6ZXCMWPHZ

not attested not anchored not stored refs pending

Beyond Uniform Experts: Cost-Aware Expert Execution for Efficient Multi-Device MoE Inference

Hong Liu, Hui Zang, Jiajia Chu, Minghao Chen, Pengfei Xia, Rui Zhang, Tuo Hao, Ziyang Zhang

arxiv:2606.29982 v1 · 2026-06-29 · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GFHD7S67HAJVTWHOC6ZXCMWPHZ}

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	2026-06-30T02:17:43.981234Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

314e3fcbdf381359d8ee17b37132cf3e6aba6ae1f88dc848a1fbd4b4a0844d07

Aliases

arxiv: 2606.29982 · arxiv_version: 2606.29982v1 · doi: 10.48550/arxiv.2606.29982 · pith_short_12: GFHD7S67HAJV · pith_short_16: GFHD7S67HAJVTWHO · pith_short_8: GFHD7S67

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/GFHD7S67HAJVTWHOC6ZXCMWPHZ \
  | 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: 314e3fcbdf381359d8ee17b37132cf3e6aba6ae1f88dc848a1fbd4b4a0844d07

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4a92e35a6d758393c3159ffc725ea6ee7a5698df854de252646c1a7336cd41d6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2026-06-29T08:57:59Z",
    "title_canon_sha256": "6b90477436371fafe2062d81c326334f0da2d47f806e921cfc6df268c5621b94"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.29982",
    "kind": "arxiv",
    "version": 1
  }
}