Pith Number

pith:HUR5XFER

pith:2026:HUR5XFERVWK3ZJYPXNXZXIUAFP

not attested not anchored not stored refs pending

A Replicate-and-Quantize Strategy for Plug-and-Play Load Balancing of Sparse Mixture-of-Experts LLMs

Jie Peng, Jinhao Duan, Kaixiong Zhou, Luke Simon, Mingfu Liang, Tianlong Chen, Xi Liu, Zhaozhuo Xu, Zijie Liu, Zirui Liu

arxiv:2602.19938 v2 · 2026-02-23 · 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{HUR5XFERVWK3ZJYPXNXZXIUAFP}

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	2026-07-15T00:21:16.981583Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3d23db9491ad95bca70fbb6f9ba2802bc38b85a8fd06e4e5a23d7e71deb812fd

Aliases

arxiv: 2602.19938 · arxiv_version: 2602.19938v2 · doi: 10.48550/arxiv.2602.19938 · pith_short_12: HUR5XFERVWK3 · pith_short_16: HUR5XFERVWK3ZJYP · pith_short_8: HUR5XFER

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/HUR5XFERVWK3ZJYPXNXZXIUAFP \
  | 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: 3d23db9491ad95bca70fbb6f9ba2802bc38b85a8fd06e4e5a23d7e71deb812fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "02d7703bcc1af2c6c1bf142299e9b66f818f9b3e87bc4a90b10be233dab701ce",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-23T15:11:16Z",
    "title_canon_sha256": "fcb57fcb254705fa481a21dc1f95a66096ce6cd3b8830b1f9349e0def8d2764f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.19938",
    "kind": "arxiv",
    "version": 2
  }
}