Pith Number

pith:FL6RGJ2G

pith:2024:FL6RGJ2GGJ7VSISGYCNOR5S2PJ

not attested not anchored not stored refs pending

Minimal Batch Adaptive Learning Policy Engine for Real-Time Mid-Price Forecasting in High-Frequency Trading

Adamantios Ntakaris, Gbenga Ibikunle

arxiv:2412.19372 v2 · 2024-12-26 · q-fin.ST · 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{FL6RGJ2GGJ7VSISGYCNOR5S2PJ}

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	2026-07-05T09:55:36.185030Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2afd132746327f592246c09ae8f65a7a62db377d98ba301ae52792f28fa79035

Aliases

arxiv: 2412.19372 · arxiv_version: 2412.19372v2 · doi: 10.48550/arxiv.2412.19372 · pith_short_12: FL6RGJ2GGJ7V · pith_short_16: FL6RGJ2GGJ7VSISG · pith_short_8: FL6RGJ2G

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/FL6RGJ2GGJ7VSISGYCNOR5S2PJ \
  | 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: 2afd132746327f592246c09ae8f65a7a62db377d98ba301ae52792f28fa79035

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7a15f25230d9bc77f8246d8360e799876fca3a45612b0a7d5ee33559fb41dd76",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.ST",
    "submitted_at": "2024-12-26T22:49:53Z",
    "title_canon_sha256": "ddb1ccc02977aa854863633388fc714e476f8c3629d4a0a30f251ad7923a124f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.19372",
    "kind": "arxiv",
    "version": 2
  }
}