Pith Number

pith:VXI6AGKY

pith:2021:VXI6AGKYUDPX4ETMX36LJXZ5FL

not attested not anchored not stored refs pending

Trading with the Momentum Transformer: An Intelligent and Interpretable Architecture

Kieran Wood, Stefan Zohren, Stephen Roberts, Sven Giegerich

arxiv:2112.08534 v3 · 2021-12-16 · cs.LG · q-fin.TR · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VXI6AGKYUDPX4ETMX36LJXZ5FL}

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

2 papers in Pith

End-to-End Parametric Portfolio Policies for Cross-Asset Futures Timing: When Do AI Models Beat Simple Rules?

Macro-aware time series forecasting via hierarchical mixed-frequency attention models

Receipt and verification

First computed	2026-07-05T05:18:44.286899Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

add1e01958a0df7e126cbefcb4df3d2ac2f993d2301f91243391d89023414908

Aliases

arxiv: 2112.08534 · arxiv_version: 2112.08534v3 · doi: 10.48550/arxiv.2112.08534 · pith_short_12: VXI6AGKYUDPX · pith_short_16: VXI6AGKYUDPX4ETM · pith_short_8: VXI6AGKY

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/VXI6AGKYUDPX4ETMX36LJXZ5FL \
  | 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: add1e01958a0df7e126cbefcb4df3d2ac2f993d2301f91243391d89023414908

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fad5e330be56954e871fbae624b63062fbce1d61a7a11b3a18d12a64456bc194",
    "cross_cats_sorted": [
      "q-fin.TR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-16T00:04:12Z",
    "title_canon_sha256": "131b8c6e54ca686f9f0b778226262e99a9bee135c75825458d4a295fb20c026c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.08534",
    "kind": "arxiv",
    "version": 3
  }
}