Pith Number

pith:4KHT4YDN

pith:2024:4KHT4YDNK76IPVIYAMJHGIV427

not attested not anchored not stored refs pending

Research on Optimizing Real-Time Data Processing in High-Frequency Trading Algorithms using Machine Learning

Lei Fu, Liyang Wang, Yu Cheng, Yuxiang Wang, Yuxin Fan, Zhuohuan Hu

arxiv:2412.01062 v1 · 2024-12-02 · cs.LG · q-fin.CP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4KHT4YDNK76IPVIYAMJHGIV427}

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	2026-07-05T09:42:53.099996Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e28f3e606d57fc87d51803127322bcd7c99b24a1f5c2324d5698460ca937ba55

Aliases

arxiv: 2412.01062 · arxiv_version: 2412.01062v1 · doi: 10.48550/arxiv.2412.01062 · pith_short_12: 4KHT4YDNK76I · pith_short_16: 4KHT4YDNK76IPVIY · pith_short_8: 4KHT4YDN

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/4KHT4YDNK76IPVIYAMJHGIV427 \
  | 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: e28f3e606d57fc87d51803127322bcd7c99b24a1f5c2324d5698460ca937ba55

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6cab169fd89e8bd2e0c920329e37f37dc9903dcef9a158f0e9d53222f9b30f43",
    "cross_cats_sorted": [
      "q-fin.CP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-02T02:46:10Z",
    "title_canon_sha256": "1166c395338341fb0b141f7f13330c090ce8210bfe9c0aa815eb8f057113ca7a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01062",
    "kind": "arxiv",
    "version": 1
  }
}