Pith Number

pith:IGPMVBXA

pith:2018:IGPMVBXANCLZDBIGUAY7H5QQ7B

not attested not anchored not stored refs pending

Deep Learning Inference in Facebook Data Centers: Characterization, Performance Optimizations and Hardware Implications

Alexander Sidorov, Andrew Tulloch, Andrey Malevich, Aravind Kalaiah, Bill Jia, Daya Khudia, Dmytro Dzhulgakov, Hector Yuen, James Law, Jongsoo Park, Juan Pino, Kim Hazelwood, Lin Qiao, Martin Schatz, Maxim Naumov, Mikhail Smelyanskiy, Nadav Rotem, Parth Malani, Protonu Basu, Satish Nadathur, Summer Deng, Sungjoo Yoo, Utku Diril, Vijay Rao, Viswanath Sivakumar, Xiaodong Wang, Yangqing Jia, Yiming Wu

arxiv:1811.09886 v2 · 2018-11-24 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IGPMVBXANCLZDBIGUAY7H5QQ7B}

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

2 papers in Pith

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Receipt and verification

First computed	2026-05-17T23:59:37.860876Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

419eca86e06897918506a031f3f610f861a689a75aae899aee8f961bc23422a1

Aliases

arxiv: 1811.09886 · arxiv_version: 1811.09886v2 · doi: 10.48550/arxiv.1811.09886 · pith_short_12: IGPMVBXANCLZ · pith_short_16: IGPMVBXANCLZDBIG · pith_short_8: IGPMVBXA

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/IGPMVBXANCLZDBIGUAY7H5QQ7B \
  | 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: 419eca86e06897918506a031f3f610f861a689a75aae899aee8f961bc23422a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b23db27e23b6d0c9ae31690e0b093065f5f06ef533598f28afb354cae1fdc8e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-24T19:52:02Z",
    "title_canon_sha256": "2cb918bdb8f2a14c4322f600c281e95459366ea33964f8639666a90dce40641e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.09886",
    "kind": "arxiv",
    "version": 2
  }
}