Paper Citation Record · LEDGER

TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting

As of 8 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 8 inbound Pith citation observations for arXiv:2502.06910.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2502.06910 v2

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T16:44:22.884024Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:48:11.863881Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-11T20:41:12.479424Z

Reference resolution

17 of 17 outbound references displayed

verified exact0
verified fuzzy4
unresolved9
parse uncertain0
malformed identifier3
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ee1e3397-4f95-435e-b32c-16802881461d · outbound

This paper cites Convolutional Kolmogorov-Arnold Networks.

TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting Convolutional Kolmogorov-Arnold Networks

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T16:44:22.822416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc92840b-335f-41a0-a9ef-18970f7eef6e · outbound

This paper cites Kolmogorov-Arnold Networks are Radial Basis Function Networks.

TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting Kolmogorov-Arnold Networks are Radial Basis Function Networks

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T16:44:22.838823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0a083a4-125e-4c24-983b-ac50f5bee5eb · outbound

This paper cites KAN: Kolmogorov-Arnold Networks.

TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting KAN: Kolmogorov-Arnold Networks

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T16:44:22.843294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cbc9139-6d97-4499-ba2a-a07ed31f8d0e · outbound

This paper cites A comprehensive and FAIR comparison between MLP and KAN representations for differential equations and operator networks.

TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting A comprehensive and FAIR comparison between MLP and KAN representations for differential equations and operator networks

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T16:44:22.847176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34516650-f0f3-4ea4-bee2-1b684c5e438a · outbound

This paper cites Chebyshev Polynomial-Based Kolmogorov-Arnold Networks: An Efficient Architecture for Nonlinear Function Approximation.

TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting Chebyshev Polynomial-Based Kolmogorov-Arnold Networks: An Efficient Architecture for Nonlinear Function Approximation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T16:44:22.851131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eec619d3-c492-4980-b738-13dc1e4896f9 · outbound

This paper cites Kolmogorov Arnold Informed neural network: A physics-informed deep learning framework for solving forward and inverse problems based on Kolmogorov Arnold Networks.

TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting Kolmogorov Arnold Informed neural network: A physics-informed deep learning framework for solving forward and inverse problems based on Kolmogorov Arnold Networks

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T16:44:22.855657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37dd41cd-a1bf-4982-bb08-0de70e4baa41 · outbound

This paper cites WormKAN: Are KAN Effective for Identifying and Tracking Concept Drift in Time Series?.

TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting WormKAN: Are KAN Effective for Identifying and Tracking Concept Drift in Time Series?

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T16:44:22.863440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60db9296-2313-46ad-9867-e8946068b49d · outbound

This paper cites doi: https://doi.org/10.1016/j.apenergy.2022.120527.

TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting doi: https://doi.org/10.1016/j.apenergy.2022.120527

Reference 12

Resolution: metadata mismatch; raw_fallback, observed 2026-08-08T16:44:23.032135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cc299edd-7d70-4cf9-a1e8-c43f7f75f037 · outbound

This paper cites Film: Frequency improved legendre memory model for long-term time series forecasting.

TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting Film: Frequency improved legendre memory model for long-term time series forecasting

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:44:23.216150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7906ab29-8a70-4549-aa09-79edf24b31a2 · outbound

This paper cites an unresolved cited work.

TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:44:23.183031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 31654167-1ea5-4876-90bd-260d2c29ccff · outbound

This paper cites This also inspires tour design of the Multi-order KAN to dynamically represent different frequencies.

TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting This also inspires tour design of the Multi-order KAN to dynamically represent different frequencies

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:44:23.171709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 98b969e8-d08d-449b-9838-722ed47a7b19 · outbound

This paper cites an unresolved cited work.

TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting Unresolved cited work

Reference 32

Resolution: malformed identifier; raw_fallback, observed 2026-08-08T16:44:23.204658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e714ccbe-3845-462e-884d-d6156233fbb1 · outbound

This paper cites We infer that its poor performance on the electricity dataset is due to the overly short look-back window (T = 96), which cannot provide sufficient frequency information.

TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting We infer that its poor performance on the electricity dataset is due to the overly short look-back window (T = 96), which cannot provide sufficient frequency information

Reference 512

Resolution: malformed identifier; raw_fallback, observed 2026-08-08T16:44:23.193530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0fcbf3c5-f9a4-4aca-bc69-1dec3243b070 · outbound

This paper cites Haixu Wu, Tengge Hu, Yong Liu, Hang Zhou, Jianmin Wang, and Mingsheng Long.

TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting Haixu Wu, Tengge Hu, Yong Liu, Hang Zhou, Jianmin Wang, and Mingsheng Long

Reference 2021

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:44:23.227178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8a420951-c50b-4ff4-b818-9a9a6ca92699 · outbound

This paper cites doi: https://doi.org/10.1016/ j.eswa.2022.117921.

TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting doi: https://doi.org/10.1016/ j.eswa.2022.117921

Reference 2022

Resolution: malformed identifier; no resolver link, observed 2026-08-08T16:44:22.831306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c560919f-390b-48cd-85df-14184e51f348 · outbound

This paper cites U-KAN Makes Strong Backbone for Medical Image Segmentation and Generation.

TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting U-KAN Makes Strong Backbone for Medical Image Segmentation and Generation

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-08T16:44:22.834902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fb20838-ad8f-4370-a29a-242def16d934 · outbound

This paper cites 10 Published as a conference paper at ICLR 2025 Weiwei Jiang and Jiayun Luo.

TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting 10 Published as a conference paper at ICLR 2025 Weiwei Jiang and Jiayun Luo

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:44:23.238207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation fceb3d42-7dee-4e26-8e36-c2a54c00e801 · inbound

TimeCF: A TimeMixer-Based Model with adaptive Convolution and Sharpness-Aware Minimization Frequency Domain Loss for long-term time seris forecasting cites this paper.

TimeCF: A TimeMixer-Based Model with adaptive Convolution and Sharpness-Aware Minimization Frequency Domain Loss for long-term time seris forecasting TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:48:11.863881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c9c3a67-d668-4a29-a7f7-519f99f555a4 · inbound

Improving Memory Efficiency for Training KANs via Meta Learning cites this paper.

Improving Memory Efficiency for Training KANs via Meta Learning TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T05:37:57.731917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5096162d-2cda-4868-b156-1270edb87b53 · inbound

XFMNet: Decoding Cross-Site and Nonstationary Water Patterns via Stepwise Multimodal Fusion for Long-Term Water Quality Forecasting cites this paper.

XFMNet: Decoding Cross-Site and Nonstationary Water Patterns via Stepwise Multimodal Fusion for Long-Term Water Quality Forecasting TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-06T10:15:45.680382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b58c238-f39b-48ac-9d30-12c038da8aa9 · inbound

Dual-Prototype Disentanglement: A Context-Aware Enhancement Framework for Time Series Forecasting cites this paper.

Dual-Prototype Disentanglement: A Context-Aware Enhancement Framework for Time Series Forecasting TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T08:34:25.821284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7857eab-bdbd-4a4b-9740-ce4a6d767383 · inbound

AdaMamba: Adaptive Frequency-Gated Mamba for Long-Term Time Series Forecasting cites this paper.

AdaMamba: Adaptive Frequency-Gated Mamba for Long-Term Time Series Forecasting TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:41:12.485974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fc6cf812-d680-4afd-8972-2a34c368df2f · inbound

Gated QKAN-FWP: Scalable Quantum-inspired Sequence Learning cites this paper.

Gated QKAN-FWP: Scalable Quantum-inspired Sequence Learning TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-11T04:00:56.466159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d92b6a36-ccf7-466c-91b9-72f9503cbcf1 · inbound

STKAN: Kolmogorov-Arnold Networks for Spatio-Temporal Forecasting cites this paper.

STKAN: Kolmogorov-Arnold Networks for Spatio-Temporal Forecasting TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T06:28:25.261864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb7e6b73-870c-4291-aad9-3cbe0539dc4b · inbound

Complementary Matrix-Gated QKAN Fast-Weight Programmers for Quantum Dynamics Forecasting cites this paper.

Complementary Matrix-Gated QKAN Fast-Weight Programmers for Quantum Dynamics Forecasting TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-31T22:38:16.782248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.