Pith Number

pith:YU7IUDUQ

pith:2020:YU7IUDUQLIIQ4NB44F6S3NNMAV

not attested not anchored not stored refs pending

Time Series Data Augmentation for Deep Learning: A Survey

Fan Yang, Huan Xu, Jingkun Gao, Liang Sun, Qingsong Wen, Xiaomin Song, Xue Wang

arxiv:2002.12478 v4 · 2020-02-27 · cs.LG · eess.SP · stat.ML

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\usepackage{pith}
\pithnumber{YU7IUDUQLIIQ4NB44F6S3NNMAV}

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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

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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

6 papers in Pith

DAD4TS: Data-Augmentation-Oriented Diffusion Model for Time-Series Forecasting with Small-Scale Data

On the Role of Inductive Bias in Time-Series Pretraining: A Case Study in Learning Generalizable Representations for Clinical Time Series

UTOPYA: A Multimodal Deep Learning Framework for Physics-Informed Anomaly Detection and Time-Series Prediction

DAD4TS: Data-Augmentation-Oriented Diffusion Model for Time-Series Forecasting with Small-Scale Data

Characterizing the Generalization Error of Random Feature Regression with Arbitrary Data-Augmentation

Receipt and verification

First computed	2026-07-05T04:10:33.735992Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c53e8a0e905a110e343ce17d2db5ac05670c3968fbba8b8e5b0c9decb618daac

Aliases

arxiv: 2002.12478 · arxiv_version: 2002.12478v4 · doi: 10.48550/arxiv.2002.12478 · pith_short_12: YU7IUDUQLIIQ · pith_short_16: YU7IUDUQLIIQ4NB4 · pith_short_8: YU7IUDUQ

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/YU7IUDUQLIIQ4NB44F6S3NNMAV \
  | 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: c53e8a0e905a110e343ce17d2db5ac05670c3968fbba8b8e5b0c9decb618daac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "17c8e69d8dfb42c6a886a2f737066e9e35b8eab063df4d0a975c25a6c274a527",
    "cross_cats_sorted": [
      "eess.SP",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-27T23:38:11Z",
    "title_canon_sha256": "b37ccf876184f68a3ed1b3afd22686781dc9d0a3475d4a128baff338794ff115"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.12478",
    "kind": "arxiv",
    "version": 4
  }
}