Pith Number

pith:X74C2M7W

pith:2025:X74C2M7WPNACN3AA4W5Y2I2G5H

not attested not anchored not stored refs pending

A Time-Series Data Augmentation Model through Diffusion and Transformer Integration

Lei Jing, Yuren Zhang, Zhongnan Pu

arxiv:2505.03790 v1 · 2025-05-01 · cs.LG · cs.AI · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X74C2M7WPNACN3AA4W5Y2I2G5H}

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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

2 papers in Pith

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

Receipt and verification

First computed	2026-07-05T11:00:08.448366Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bff82d33f67b4026ec00e5bb8d2346e9eb002f81b1604712b148b06a4ccbd499

Aliases

arxiv: 2505.03790 · arxiv_version: 2505.03790v1 · doi: 10.48550/arxiv.2505.03790 · pith_short_12: X74C2M7WPNAC · pith_short_16: X74C2M7WPNACN3AA · pith_short_8: X74C2M7W

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/X74C2M7WPNACN3AA4W5Y2I2G5H \
  | 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: bff82d33f67b4026ec00e5bb8d2346e9eb002f81b1604712b148b06a4ccbd499

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "38b43f448f6d38f54c952512b63172e30f425bf39c701abdceedb41ccb5f1677",
    "cross_cats_sorted": [
      "cs.AI",
      "eess.SP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-01T09:40:45Z",
    "title_canon_sha256": "d629cdf114ff3968d1b16b4b59ad006b6bfd67b2bed308b8e09aa0604f533726"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.03790",
    "kind": "arxiv",
    "version": 1
  }
}