Pith Number

pith:MDH34QE4

pith:2025:MDH34QE4BS4E7ZDRTUNIRKTHQY

not attested not anchored not stored refs pending

TLOB: A Novel Transformer Model with Dual Attention for Price Trend Prediction with Limit Order Book Data

Gjergji Kasneci, Leonardo Berti

arxiv:2502.15757 v3 · 2025-02-12 · q-fin.ST · cs.AI · cs.LG · q-fin.TR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MDH34QE4BS4E7ZDRTUNIRKTHQY}

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

1 paper in Pith

The Inference-Compute Frontier and a Latency-Efficient Architecture for Limit Order Book Prediction

Receipt and verification

First computed	2026-07-05T11:00:04.914385Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60cfbe409c0cb84fe4719d1a88aa67863826abcbd522e3a191c1d0d5b3365902

Aliases

arxiv: 2502.15757 · arxiv_version: 2502.15757v3 · doi: 10.48550/arxiv.2502.15757 · pith_short_12: MDH34QE4BS4E · pith_short_16: MDH34QE4BS4E7ZDR · pith_short_8: MDH34QE4

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/MDH34QE4BS4E7ZDRTUNIRKTHQY \
  | 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: 60cfbe409c0cb84fe4719d1a88aa67863826abcbd522e3a191c1d0d5b3365902

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ecb6d2aaabb439db558a81a62960a4fa3aade19ec9f2cdb2aa2572ce2ee0385b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "q-fin.TR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "q-fin.ST",
    "submitted_at": "2025-02-12T12:41:10Z",
    "title_canon_sha256": "8cc8ffa1afff8ea8becd8bd00016ff8ae2f247a5b7649f9c859aaaf5fc5bfc13"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.15757",
    "kind": "arxiv",
    "version": 3
  }
}