Pith Number

pith:MM2JDNGJ

pith:2024:MM2JDNGJFAHG4INABSVATUQN7F

not attested not anchored not stored refs pending

Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting

Bin Yang, Chenjuan Guo, Peng Chen, Qingsong Wen, Yang Shu, Yihang Wang, Yingying Zhang, Yunyao Cheng

arxiv:2402.05956 v5 · 2024-02-04 · cs.LG

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\usepackage{pith}
\pithnumber{MM2JDNGJFAHG4INABSVATUQN7F}

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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

8 papers in Pith

PMDformer: Patch-Mean Decoupling Information Transformer for Long-term Forecasting

PRISM: Prioritized Channel Importance with Semi-supervised Domain Adaptation for Cross-Subject EEG Emotion Recognition

Logo-LLM: Local and Global Modeling with Large Language Models for Time Series Forecasting

MSDformer: Multi-scale Discrete Transformer For Time Series Generation

CASE-NET: Deep Spatio-Temporal Representation Learning via Causal Attention and Channel Recalibration for Multivariate Time Series Classification

Receipt and verification

First computed	2026-07-05T09:06:57.200695Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

633491b4c9280e6e21a00caa09d20df9426049d73be0b67b08c039a4ab029edd

Aliases

arxiv: 2402.05956 · arxiv_version: 2402.05956v5 · doi: 10.48550/arxiv.2402.05956 · pith_short_12: MM2JDNGJFAHG · pith_short_16: MM2JDNGJFAHG4INA · pith_short_8: MM2JDNGJ

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/MM2JDNGJFAHG4INABSVATUQN7F \
  | 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: 633491b4c9280e6e21a00caa09d20df9426049d73be0b67b08c039a4ab029edd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6272548982373b330144748590379049388d8046d6d48f8d962ac7e1f2e983ef",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-04T15:33:58Z",
    "title_canon_sha256": "3e73ebe0988cd343ebd2bbfc6c98761269c4c792cce3078c960b428999699e07"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.05956",
    "kind": "arxiv",
    "version": 5
  }
}