Pith Number

pith:Q6MTFZIO

pith:2022:Q6MTFZIOPRFL4VGZEHFZQK3V22

not attested not anchored not stored refs pending

SMILE: Scaling Mixture-of-Experts with Efficient Bi-level Routing

Aston Zhang, Chaoyang He, George Karypis, Mahdi Soltanolkotabi, Salman Avestimehr, Shuai Zheng, Trishul Chilimbi

arxiv:2212.05191 v1 · 2022-12-10 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Q6MTFZIOPRFL4VGZEHFZQK3V22}

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	2026-07-05T05:24:01.218297Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

879932e50e7c4abe54d921cb982b75d6887b82b57fc3783aedfcc6acbc282f92

Aliases

arxiv: 2212.05191 · arxiv_version: 2212.05191v1 · doi: 10.48550/arxiv.2212.05191 · pith_short_12: Q6MTFZIOPRFL · pith_short_16: Q6MTFZIOPRFL4VGZ · pith_short_8: Q6MTFZIO

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/Q6MTFZIOPRFL4VGZEHFZQK3V22 \
  | 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: 879932e50e7c4abe54d921cb982b75d6887b82b57fc3783aedfcc6acbc282f92

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "616b35ba33a1eb0bcc4a277b11520897908a88d940ed48ebf87deda09c5b5220",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-10T03:44:16Z",
    "title_canon_sha256": "90b97a684d734f85ed3f031ae1628eea32c94136ad773e4904b394c915dd74a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.05191",
    "kind": "arxiv",
    "version": 1
  }
}