Pith Number

pith:C5QHJLTU

pith:2023:C5QHJLTU3GSDZD22G5ATVQCQLQ

not attested not anchored not stored refs pending

Symphony: Optimized DNN Model Serving using Deferred Batch Scheduling

Anirudh Canumalla, Arvind Krishnamurthy, Danyang Zhuo, Lequn Chen, Matthai Philipose, Weixin Deng, Yu Xin

arxiv:2308.07470 v2 · 2023-08-14 · cs.DC · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{C5QHJLTU3GSDZD22G5ATVQCQLQ}

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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

2 papers in Pith

ERPPO: Entropy Regularization-based Proximal Policy Optimization

EdgeServing: Deadline-Aware Multi-DNN Serving at the Edge

Receipt and verification

First computed	2026-07-05T07:50:20.098256Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

176074ae74d9a43c8f5a37413ac0505c0f1344e09d84a4c306a865a408600985

Aliases

arxiv: 2308.07470 · arxiv_version: 2308.07470v2 · doi: 10.48550/arxiv.2308.07470 · pith_short_12: C5QHJLTU3GSD · pith_short_16: C5QHJLTU3GSDZD22 · pith_short_8: C5QHJLTU

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/C5QHJLTU3GSDZD22G5ATVQCQLQ \
  | 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: 176074ae74d9a43c8f5a37413ac0505c0f1344e09d84a4c306a865a408600985

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c28c647b8f3ac9856e14bc2b0ee94df0e1bd1de9247614002859008c7e78c02f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2023-08-14T21:46:37Z",
    "title_canon_sha256": "b7a3442095d38bf34e7181104bda385b0de5391c48d53d7989c0c759d050a4f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.07470",
    "kind": "arxiv",
    "version": 2
  }
}