Pith Number

pith:PRWHQLRD

pith:2021:PRWHQLRDBXUMZPU2LM4IGO5V3W

not attested not anchored not stored refs pending

Serving DNN Models with Multi-Instance GPUs: A Case of the Reconfigurable Machine Scheduling Problem

Cheng Tan, Chuanxiong Guo, Jian Zhang, Sikai Qi, Yibo Zhu, Yu Cao, Zherui Liu, Zhichao Li

arxiv:2109.11067 v1 · 2021-09-18 · cs.DC · cs.LG

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\usepackage{pith}
\pithnumber{PRWHQLRDBXUMZPU2LM4IGO5V3W}

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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

5 papers in Pith

Energy Efficient Scheduling of AI/ML Workloads on Multi Instance GPUs with Dynamic Repartitioning

Energy-Aware Scheduling for Serverless LLM Serving on Shared GPUs

SMART-MIG: A Learning Framework for Scalable and Energy-Efficient GPU Scheduling

VUDA: Breaking CUDA-Vulkan Isolation for Spatial Sharing of Compute and Graphics on the Same GPU

Taming GPU Underutilization via Static Partitioning and Fine-grained CPU Offloading

Receipt and verification

First computed	2026-07-05T03:16:43.273124Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c6c782e230de8ccbe9a5b38833bb5ddb7ba39b480147df81e0b9c08ee7b7f32

Aliases

arxiv: 2109.11067 · arxiv_version: 2109.11067v1 · doi: 10.48550/arxiv.2109.11067 · pith_short_12: PRWHQLRDBXUM · pith_short_16: PRWHQLRDBXUMZPU2 · pith_short_8: PRWHQLRD

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/PRWHQLRDBXUMZPU2LM4IGO5V3W \
  | 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: 7c6c782e230de8ccbe9a5b38833bb5ddb7ba39b480147df81e0b9c08ee7b7f32

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "450f256aab717f36bc72d5134559c74b9117b1835d5523992359cce47a71ed0c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2021-09-18T19:57:13Z",
    "title_canon_sha256": "ff7735271ab013c6e436dda1c275baeec4481a7fcc3ccb386a1a72f63736961a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.11067",
    "kind": "arxiv",
    "version": 1
  }
}