Pith Number

pith:MSREZ4S5

pith:2025:MSREZ4S5DHCGQCVLUK6J5BA2QK

not attested not anchored not stored refs pending

LOB-Bench: Benchmarking Generative AI for Finance -- an Application to Limit Order Book Data

Ani Calinescu, Bidipta Sarkar, Jakob Foerster, Kang Li, Peer Nagy, Sascha Frey, Stefan Zohren, Svitlana Vyetrenko

arxiv:2502.09172 v2 · 2025-02-13 · cs.LG · cs.CE · q-fin.CP · 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{MSREZ4S5DHCGQCVLUK6J5BA2QK}

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

Predicting Liquidity-Aware Bond Yields using Causal GANs and Deep Reinforcement Learning with LLM Evaluation

Receipt and verification

First computed	2026-07-05T11:22:17.716171Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64a24cf25d19c4680aaba2bc9e841a828abd3a29fda855f79de2bd16a4d514dd

Aliases

arxiv: 2502.09172 · arxiv_version: 2502.09172v2 · doi: 10.48550/arxiv.2502.09172 · pith_short_12: MSREZ4S5DHCG · pith_short_16: MSREZ4S5DHCGQCVL · pith_short_8: MSREZ4S5

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/MSREZ4S5DHCGQCVLUK6J5BA2QK \
  | 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: 64a24cf25d19c4680aaba2bc9e841a828abd3a29fda855f79de2bd16a4d514dd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "402ed9b0ae857d82eaa9af13ea4c286f353603e54ca89dbba709513ba059ce3f",
    "cross_cats_sorted": [
      "cs.CE",
      "q-fin.CP",
      "q-fin.TR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-13T10:56:58Z",
    "title_canon_sha256": "4c9ba17bea138c8a063ca06bac26c7e541af1b07a0c283f4302d7923007d0437"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.09172",
    "kind": "arxiv",
    "version": 2
  }
}