Pith Number

pith:MI552NCC

pith:2026:MI552NCCD4HBZDJQTKS7H6AWNY

not attested not anchored not stored refs pending

Demystifying the Design Space and Best Practices for Heterogeneous LLM Inference and Serving

Dian Wang, Fangcheng Fu, He Liu, Hongzhou Zhang, Jinlong Hou, Jun Chen, Ping Zhang, Ruya Gu, Xiangbin Li, Xiangjun Huang, Xiaohe Hu, Xiaowei Shen, Yijie Chen, Yinhui Lu, Yuan Cheng, Zhengbo Wang, Zhixin Wang, Zhou Tan

arxiv:2606.29708 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{MI552NCCD4HBZDJQTKS7H6AWNY}

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	2026-06-30T02:17:31.497492Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

623bdd34421f0e1c8d309aa5f3f8166e16ae884987bd2c9f7d8223bd2681ad63

Aliases

arxiv: 2606.29708 · arxiv_version: 2606.29708v1 · doi: 10.48550/arxiv.2606.29708 · pith_short_12: MI552NCCD4HB · pith_short_16: MI552NCCD4HBZDJQ · pith_short_8: MI552NCC

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/MI552NCCD4HBZDJQTKS7H6AWNY \
  | 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: 623bdd34421f0e1c8d309aa5f3f8166e16ae884987bd2c9f7d8223bd2681ad63

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ebc5c64436a0d9d8b4b33435081ba5f9ea1db8768ba1b4834e0ec281fd7d5d6a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2026-06-29T02:24:13Z",
    "title_canon_sha256": "8888f7c3a9d46bfe6d5170c7fb5a11b6ef1a56900346cf05d19e1cf386bb040c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.29708",
    "kind": "arxiv",
    "version": 1
  }
}