Pith Number

pith:GPS7PZGA

pith:2023:GPS7PZGALMTMQBSASQZEMRRCU2

not attested not anchored not stored refs pending

One Fits All:Power General Time Series Analysis by Pretrained LM

Liang Sun, Peisong Niu, Rong Jin, Tian Zhou, Xue Wang

arxiv:2302.11939 v6 · 2023-02-23 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GPS7PZGALMTMQBSASQZEMRRCU2}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

11 papers in Pith

LLM-Guided Task-Semantic Field Factorization for Industrial Process Forecasting

Zeus: Towards Tuning-Free Foundation Model for Time Series Analysis

Probabilistic Low-Voltage Peak Load Forecasting with Time Series Foundation Models Evaluated on Application-Oriented Metrics

From Index to Equity: Pre-Training Transformers for Stock Return Prediction

Universal Time-Series Representation Learning: A Survey

Receipt and verification

First computed	2026-07-05T07:00:59.082878Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33e5f7e4c05b26c806409432464622a6a9656cabfd246e3db76b79b8d152899b

Aliases

arxiv: 2302.11939 · arxiv_version: 2302.11939v6 · doi: 10.48550/arxiv.2302.11939 · pith_short_12: GPS7PZGALMTM · pith_short_16: GPS7PZGALMTMQBSA · pith_short_8: GPS7PZGA

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/GPS7PZGALMTMQBSASQZEMRRCU2 \
  | 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: 33e5f7e4c05b26c806409432464622a6a9656cabfd246e3db76b79b8d152899b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "159762b912cd7f4e4b3dddf6e6c3dc9c3833f2519c1469b7c380bf207e020e01",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-23T11:37:39Z",
    "title_canon_sha256": "e5246db2f1fe038382801af4788bdf8d8c49ce02f140b99b4b0148e8cb5a3202"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.11939",
    "kind": "arxiv",
    "version": 6
  }
}