Pith Number

pith:CJCZZVO5

pith:2024:CJCZZVO5JB3UFTJZBAXRZ57N4F

not attested not anchored not stored refs pending

ST-LoRA: Low-rank Adaptation for Spatio-Temporal Forecasting

Jianxiang Zhou, Wei Chen, Weichuang Li, Weilin Ruan, Xilin Dang, Xu Liu, Yuxuan Liang

arxiv:2404.07919 v2 · 2024-04-11 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{CJCZZVO5JB3UFTJZBAXRZ57N4F}

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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

Accurate Parameter-Efficient Test-Time Adaptation for Time Series Forecasting

Receipt and verification

First computed	2026-07-05T11:33:01.380171Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

12459cd5dd487742cd39082f1cf7ede16439bb4059d5bc2f94c9d2c46e5b414a

Aliases

arxiv: 2404.07919 · arxiv_version: 2404.07919v2 · doi: 10.48550/arxiv.2404.07919 · pith_short_12: CJCZZVO5JB3U · pith_short_16: CJCZZVO5JB3UFTJZ · pith_short_8: CJCZZVO5

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/CJCZZVO5JB3UFTJZBAXRZ57N4F \
  | 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: 12459cd5dd487742cd39082f1cf7ede16439bb4059d5bc2f94c9d2c46e5b414a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c09e732119416b147837ad97fa738893534079713f52804befe1ac795bb2725f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-11T17:04:55Z",
    "title_canon_sha256": "9b6f27f70bd2f720a14677be9c6f38c68f27d26edd0fa2366c13cabbad420665"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.07919",
    "kind": "arxiv",
    "version": 2
  }
}