Pith Number

pith:HZ5ULMS2

pith:2023:HZ5ULMS2X36YGYINFSN7IZ2G5P

not attested not anchored not stored refs pending

HexGen: Generative Inference of Large Language Model over Heterogeneous Environment

Beidi Chen, Binhang Yuan, Ran Yan, Xiaozhe Yao, Yang Zhou, Youhe Jiang

arxiv:2311.11514 v3 · 2023-11-20 · 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{HZ5ULMS2X36YGYINFSN7IZ2G5P}

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.

Cited by

4 papers in Pith

TurboServe: Serving Streaming Video Generation Efficiently and Economically

HexAGenT: Efficient Agentic LLM Serving via Workflow- and Heterogeneity-Aware Scheduling

HexiSeq: Accommodating Long Context Training of LLMs over Heterogeneous Hardware

Rethinking Data Curation in LLM Training: Online Reweighting Offers Better Generalization than Offline Methods

Receipt and verification

First computed	2026-07-05T08:23:13.722312Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e7b45b25abefd83610d2c9bf46746ebe825ec01f7c731aa32f1f0f60ef75404

Aliases

arxiv: 2311.11514 · arxiv_version: 2311.11514v3 · doi: 10.48550/arxiv.2311.11514 · pith_short_12: HZ5ULMS2X36Y · pith_short_16: HZ5ULMS2X36YGYIN · pith_short_8: HZ5ULMS2

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/HZ5ULMS2X36YGYINFSN7IZ2G5P \
  | 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: 3e7b45b25abefd83610d2c9bf46746ebe825ec01f7c731aa32f1f0f60ef75404

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a16fa01c923ac6906e2cd8a26bc484034f63bb665dfa63fef13ff66b7bec3eb9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2023-11-20T03:28:57Z",
    "title_canon_sha256": "a1b0ed6027edb2f719d00cb8f911cd1e99d8ed71b55e99e1dd9f0b64406efec1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.11514",
    "kind": "arxiv",
    "version": 3
  }
}