Pith Number

pith:7VEVUDZI

pith:2024:7VEVUDZIFT6EBQPQ7TFM6NBUN2

not attested not anchored not stored refs pending

LLM-PQ: Serving LLM on Heterogeneous Clusters with Phase-Aware Partition and Adaptive Quantization

Borui Wan, Chuan Wu, Haibin Lin, Juntao Zhao, Yanghua Peng

arxiv:2403.01136 v1 · 2024-03-02 · cs.LG · cs.AI · 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{7VEVUDZIFT6EBQPQ7TFM6NBUN2}

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

1 paper in Pith

Hetis: Serving LLMs in Heterogeneous GPU Clusters with Fine-grained and Dynamic Parallelism

Receipt and verification

First computed	2026-07-05T07:51:16.935363Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fd495a0f282cfc40c1f0fccacf34346eb5d3b7160dd05397f62e3ba2f767d857

Aliases

arxiv: 2403.01136 · arxiv_version: 2403.01136v1 · doi: 10.48550/arxiv.2403.01136 · pith_short_12: 7VEVUDZIFT6E · pith_short_16: 7VEVUDZIFT6EBQPQ · pith_short_8: 7VEVUDZI

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/7VEVUDZIFT6EBQPQ7TFM6NBUN2 \
  | 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: fd495a0f282cfc40c1f0fccacf34346eb5d3b7160dd05397f62e3ba2f767d857

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4d6ea7bebe02032945a75c5c3fce431e6fc95cba4a3931389dc614df257dc68c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-02T08:40:07Z",
    "title_canon_sha256": "9cd455745d7c87e27e46f2367044a28d2a72f997cbc38dcb2d7041be726db762"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.01136",
    "kind": "arxiv",
    "version": 1
  }
}