Pith Number

pith:4RW2SWHN

pith:2021:4RW2SWHNCQZ3KTSVOLOITH2Y55

not attested not anchored not stored refs pending

Multi-model Machine Learning Inference Serving with GPU Spatial Partitioning

Jaehyuk Huh, Jongse Park, Seungbeom Choi, Sunho Lee, Yeonjae Kim, Youngjin Kwon

arxiv:2109.01611 v1 · 2021-09-01 · cs.DC · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4RW2SWHNCQZ3KTSVOLOITH2Y55}

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

LeMix: Unified Scheduling for LLM Training and Inference on Multi-GPU Systems

Receipt and verification

First computed	2026-07-05T03:11:20.122985Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e46da958ed1433b54e5572dc899f58ef59a7d351b60fc47dd8ae19218cf876ba

Aliases

arxiv: 2109.01611 · arxiv_version: 2109.01611v1 · doi: 10.48550/arxiv.2109.01611 · pith_short_12: 4RW2SWHNCQZ3 · pith_short_16: 4RW2SWHNCQZ3KTSV · pith_short_8: 4RW2SWHN

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/4RW2SWHNCQZ3KTSVOLOITH2Y55 \
  | 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: e46da958ed1433b54e5572dc899f58ef59a7d351b60fc47dd8ae19218cf876ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6edb2788ecacb4436d7d7460c9a3434e73819be5570da693f944f5ffa0003cc9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2021-09-01T04:46:46Z",
    "title_canon_sha256": "f7a2f10ec1983de23869ca70fdd905c4bd25425fabb0f2409dbd8c55e967c63c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.01611",
    "kind": "arxiv",
    "version": 1
  }
}