Pith Number

pith:SRRATUKU

pith:2024:SRRATUKUBFBVXZNDCTHTPEAUMV

not attested not anchored not stored refs pending

ReAugment: Model Zoo-Guided RL for Few-Shot Time Series Augmentation and Forecasting

Haochen Yuan, Xiaokang Yang, Yihong Chen, Yunbo Wang, Yutong Wang

arxiv:2409.06282 v4 · 2024-09-10 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SRRATUKUBFBVXZNDCTHTPEAUMV}

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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

3 papers in Pith

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

CSRA: Controlled Spectral Residual Augmentation for Robust Sepsis Prediction

Receipt and verification

First computed	2026-07-05T11:07:04.286477Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

946209d15409435be5a314cf379014657590ac408ffab151bca1e16cc7cd3afc

Aliases

arxiv: 2409.06282 · arxiv_version: 2409.06282v4 · doi: 10.48550/arxiv.2409.06282 · pith_short_12: SRRATUKUBFBV · pith_short_16: SRRATUKUBFBVXZND · pith_short_8: SRRATUKU

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/SRRATUKUBFBVXZNDCTHTPEAUMV \
  | 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: 946209d15409435be5a314cf379014657590ac408ffab151bca1e16cc7cd3afc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f5d28c127edda5a06ef474b5abf2dabb0518d9090dcca9729744238c278a919",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-10T07:34:19Z",
    "title_canon_sha256": "a48f9b768f163d43f245495c382e96d980751ce049dc0ec387f650371c745230"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.06282",
    "kind": "arxiv",
    "version": 4
  }
}