Pith Number

pith:ML2NRPNM

pith:2024:ML2NRPNM4B3WKXDHTQFPV5H2FK

not attested not anchored not stored refs pending

TimeMixer++: A General Time Series Pattern Machine for Universal Predictive Analysis

Baichuan Mo, Jiawei Li, Ming Jin, Shengtong Ju, Shiyu Wang, Wenze Lin, Xiaoming Shi, Zhixuan Chu, Zhou Ye

arxiv:2410.16032 v5 · 2024-10-21 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{ML2NRPNM4B3WKXDHTQFPV5H2FK}

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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

11 papers in Pith

One Step Closer to Ground Truth: A Multi-Scale Residual-Aware Representation Learning Pipeline for Predicting Time Series Data

Missing Pattern Recognized Diffusion Imputation Model for Missing Not At Random

SRT: Super-Resolution for Time Series via Disentangled Rectified Flow

T1: One-to-One Channel-Head Binding for Multivariate Time-Series Imputation

SeesawNet: Towards Non-stationary Time Series Forecasting with Balanced Modeling of Common and Specific Dependencies

Receipt and verification

First computed	2026-07-05T11:04:40.897987Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62f4d8bdace077655c679c0afaf4fa2aaa913005695b6f4d498c21c2b44f5117

Aliases

arxiv: 2410.16032 · arxiv_version: 2410.16032v5 · doi: 10.48550/arxiv.2410.16032 · pith_short_12: ML2NRPNM4B3W · pith_short_16: ML2NRPNM4B3WKXDH · pith_short_8: ML2NRPNM

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/ML2NRPNM4B3WKXDHTQFPV5H2FK \
  | 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: 62f4d8bdace077655c679c0afaf4fa2aaa913005695b6f4d498c21c2b44f5117

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad2df3e5e41a8e9919af91282f4fd40bb53b5f0d96cbc0f7f5a7277f3e280899",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-21T14:06:53Z",
    "title_canon_sha256": "c012f76e35aeedf0e36118344b675efb90dbf95b0fc76e6a1e3c8879081841bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.16032",
    "kind": "arxiv",
    "version": 5
  }
}