Pith Number

pith:BEGHF6TS

pith:2022:BEGHF6TSEPYHYSL3RUNVQ7GI56

not attested not anchored not stored refs pending

Real-time Forecasting of Time Series in Financial Markets Using Sequentially Trained Many-to-one LSTMs

Kelum Gajamannage, Yonggi Park

arxiv:2205.04678 v1 · 2022-05-10 · cs.LG · 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{BEGHF6TSEPYHYSL3RUNVQ7GI56}

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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

Enhancing Channel-Independent Time Series Forecasting via Cross-Variate Patch Embedding

Receipt and verification

First computed	2026-07-05T04:22:09.420548Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

090c72fa7223f07c497b8d1b587cc8efb3988764e46efeb57d664a6e40b82d56

Aliases

arxiv: 2205.04678 · arxiv_version: 2205.04678v1 · doi: 10.48550/arxiv.2205.04678 · pith_short_12: BEGHF6TSEPYH · pith_short_16: BEGHF6TSEPYHYSL3 · pith_short_8: BEGHF6TS

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/BEGHF6TSEPYHYSL3RUNVQ7GI56 \
  | 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: 090c72fa7223f07c497b8d1b587cc8efb3988764e46efeb57d664a6e40b82d56

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "102506f99a1d4b8b2a0f51182d49faa1f3920cce4bdb5cf413cb00ccb7cac186",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-10T05:18:45Z",
    "title_canon_sha256": "512895689c00efa3d7b85f77f9cc64773fcb6e30558f8752cbc856809c80dcdf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.04678",
    "kind": "arxiv",
    "version": 1
  }
}