Pith Number

pith:MRE7QWND

pith:2022:MRE7QWNDIO4ZYQKC3FXVXKGA7Z

not attested not anchored not stored refs pending

Towards a learning-based performance modeling for accelerating Deep Neural Networks

Damiano Perri, Flavio Vella, Osvaldo Gervasi, Paolo Sylos Labini, Sergio Tasso

arxiv:2212.05031 v1 · 2022-12-09 · 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{MRE7QWNDIO4ZYQKC3FXVXKGA7Z}

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.

Receipt and verification

First computed	2026-07-05T05:23:55.022747Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6449f859a343b99c4142d96f5ba8c0fe48538fb514adf199e1dc9afc757caec4

Aliases

arxiv: 2212.05031 · arxiv_version: 2212.05031v1 · doi: 10.48550/arxiv.2212.05031 · pith_short_12: MRE7QWNDIO4Z · pith_short_16: MRE7QWNDIO4ZYQKC · pith_short_8: MRE7QWND

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/MRE7QWNDIO4ZYQKC3FXVXKGA7Z \
  | 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: 6449f859a343b99c4142d96f5ba8c0fe48538fb514adf199e1dc9afc757caec4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e24cd228cfcab686e2b5ffba75a3abe2d9a5bf45d7ac1bd75e4a8338196a5572",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-09T18:28:07Z",
    "title_canon_sha256": "6c16793e0b3abc93c7e7981d86ee9416ade42c9ef033bd507c09f085e6b337c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.05031",
    "kind": "arxiv",
    "version": 1
  }
}