Pith Number

pith:374ZKCXO

pith:2024:374ZKCXOG6NI535CYRPRESN7OT

not attested not anchored not stored refs pending

A Bag of Tricks for Scaling CPU-based Deep FFMs to more than 300m Predictions per Second

Adi Schwartz, Andra\v{z} Tori, Benjamin Ben-Shalom, Bla\v{z} \v{S}krlj, Davorin Kopi\v{c}, Grega Ga\v{s}per\v{s}i\v{c}, Naama Ziporin, Ramzi Hoseisi

arxiv:2407.10115 v1 · 2024-07-14 · cs.LG · cs.AI · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{374ZKCXOG6NI535CYRPRESN7OT}

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	2026-07-05T08:43:58.446531Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dff9950aee379a8eefa2c45f1249bf74fbb8325dc6e181ad7667f8eb893d5416

Aliases

arxiv: 2407.10115 · arxiv_version: 2407.10115v1 · doi: 10.48550/arxiv.2407.10115 · pith_short_12: 374ZKCXOG6NI · pith_short_16: 374ZKCXOG6NI535C · pith_short_8: 374ZKCXO

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/374ZKCXOG6NI535CYRPRESN7OT \
  | 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: dff9950aee379a8eefa2c45f1249bf74fbb8325dc6e181ad7667f8eb893d5416

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ba43cb01e1b1bc5ba27862313054dec21e673f6325724e760f8e3861af5b66b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-14T08:10:20Z",
    "title_canon_sha256": "4e2c72b3b47814c6a999c35d6244339ee42e249e101d9ca7cfe300a6694ba948"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.10115",
    "kind": "arxiv",
    "version": 1
  }
}