Pith Number

pith:4NCWFCCJ

pith:2024:4NCWFCCJK5GM4LTNVDAHJWZ6AD

not attested not anchored not stored refs pending

Developing Cryptocurrency Trading Strategy Based on Autoencoder-CNN-GANs Algorithms

Haoran Zheng, Qianying Liu, Richard Yu, Yining Zhou, Zhuohuan Hu, Zizhou Zhang

arxiv:2412.18202 v6 · 2024-12-24 · cs.LG · q-fin.ST

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4NCWFCCJK5GM4LTNVDAHJWZ6AD}

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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

Regression and Forecasting of U.S. Stock Returns Based on LSTM

Receipt and verification

First computed	2026-07-05T11:39:46.660095Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e345628849574cce2e6da8c074db3e00c67f31bd8a42574ee134de69453cd240

Aliases

arxiv: 2412.18202 · arxiv_version: 2412.18202v6 · doi: 10.48550/arxiv.2412.18202 · pith_short_12: 4NCWFCCJK5GM · pith_short_16: 4NCWFCCJK5GM4LTN · pith_short_8: 4NCWFCCJ

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/4NCWFCCJK5GM4LTNVDAHJWZ6AD \
  | 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: e345628849574cce2e6da8c074db3e00c67f31bd8a42574ee134de69453cd240

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3d9ad1e4eb7323d877a32fd984fb5b5411a9073d06714746ba37e328df7ab3e0",
    "cross_cats_sorted": [
      "q-fin.ST"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-24T06:14:34Z",
    "title_canon_sha256": "95cbde5795fa9d0ae2f6f381a9df92380949adb97398e0230d1cce1c881fab6b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18202",
    "kind": "arxiv",
    "version": 6
  }
}