Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-13T20:39:48.872028Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 0 inbound Pith citation observations for arXiv:2603.21718.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-13T20:39:48.872028Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
64 of 64 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 9ed2684c-a8cb-44b5-8c8c-a8592aa6e5dc · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Foundation models for time series analysis: A tutorial and survey
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b64262f9-6631-444a-93bf-1907afc7c5f0 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Rethinking the role of llms in time series forecasting.arXiv preprint arXiv:2602.14744, 2026
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df0a040e-81f8-48d6-ab57-86d529b0ef14 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Timexer: Empowering transformers for time series forecasting with exogenous variables
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68fff784-203a-4427-aa3c-fdd3abe0b7dc · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Times- net: Temporal 2d-variation modeling for general time series analysis
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06b9bb42-5c0d-4a81-bfc1-a9e6103d5221 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Themis: Unlocking pretrained knowledge with foundation model embeddings for anomaly detection in time series.arXiv e-prints, pages arXiv–2510, 2025
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 619061aa-59b8-44d8-8698-933096808a88 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment A survey of network anomaly detection techniques.Journal of network and computer applications, 60:19–31, 2016
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9de7244-6ee6-4a8f-9ec7-605517f405fc · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Opentslm: Time-series language models for reasoning over multivariate medical text-and time-series data.arXiv preprint arXiv:2510.02410, 2025
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2bffc156-962e-47b1-819a-d7229924fcd3 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Components of a new research resource for complex physiologic signals.Phys- ioBank, PhysioToolkit, and Physionet, 2000
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b11c73a4-1f6b-46d4-80ae-3a70a883f6d6 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Units: A unified multi-task time series model
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0974c4d-20b6-43cd-a83a-302dbd03bbdb · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment John Wiley & Sons, 2015
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9baa03f0-0565-48e8-bb31-43e861236cb6 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Forecasting seasonals and trends by exponentially weighted moving aver- ages.International journal of forecasting, 20(1):5–10, 2004
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dea5de1b-45bb-4f55-91b9-5cfb91092aaa · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Dlinear makes efficient long-term predictions
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32a53f5d-4e69-42d8-9a13-0fe812529568 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment GPT-4 Technical Report
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f7a6f7a-80f5-4bff-8140-3893a14e4c60 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment The Llama 3 Herd of Models
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ee4b289-fe5e-417d-a2f8-4f2e661ab18f · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Robust speech recognition via large-scale weak supervision
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ad74967-4e72-454c-9a07-23f2cf5c426b · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment SeamlessM4T: Massively Multilingual & Multimodal Machine Translation
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cab7e99b-6940-4316-b23c-9c6df585ac36 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Scalable diffusion models with transformers
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2bac131-c9b3-49ee-b6f2-096724be3841 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Berg, Wan-Yen Lo, Piotr Dollar, and Ross Girshick
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 170ead1d-74b4-4239-88de-9d3460aeb872 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Informer: Beyond efficient transformer for long sequence time-series forecasting
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a05af6a-8a07-4229-956c-a2ed9f0cb835 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Autoformer: Decomposi- tion transformers with auto-correlation for long-term series forecasting
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25200118-4cf2-4557-a8c6-ee12334813d1 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment A time series is worth 64 words: Long-term forecasting with transformers
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f90ee967-245b-43ca-aa57-0239fa09bade · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment TimeGPT-1
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9669664e-7a6e-4db6-8898-61b4ec9a93c4 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Maddix, Hao Wang, Michael W
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5bb6896-1ada-4072-a039-db9c1ab52e6e · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Unified training of universal time series forecasting transformers
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 11046379-d485-4c75-aa51-c51994e07356 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Scinet: Time series modeling and forecasting with sample convolution and interaction
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d12b3cdd-e432-4f97-88b7-331064713de3 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment MICN: Multi-scale local and global context modeling for long-term series forecasting
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 177677b1-af59-4e6f-9d17-c88393343750 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment ModernTCN: A modern pure convolution structure for general time series analysis
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6ea654d-30ad-4f8f-a891-f35877edfd6e · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Are transformers effective for time series forecasting? volume 37, pages 11121–11128, Jun
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b7eeca8-6f4a-4a5c-9f99-6edf9d82ee4f · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Why do transformers fail to forecast time series in-context?arXiv preprint arXiv:2510.09776, 2025
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32510b0a-4172-45ce-8ab0-b0d709376f63 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Transformers in Time Series: A Survey
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3efc1fcc-d353-466e-81ff-5bf9dd6ad5de · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Unresolved cited work
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 346c1fb3-abf7-4c1f-9797-179b934061a3 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment UniConvNet: Expanding Effective Receptive Field while Maintaining Asymptotically Gaussian Distribution for ConvNets of Any Scale
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2b8d8d0-7743-44a6-8e98-a1dc15c347af · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment M4 dataset.https://github.com/M4Competition/M4-methods/ tree/master/Dataset, 2018
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e086b98-971a-410d-88ac-8708be280e80 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Semantic-Enhanced Time-Series Forecasting via Large Language Models
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a389d26c-b60d-4ba0-878c-1155e0fe7e9c · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Timemixer++: A general time series pattern machine for universal predictive analysis
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c10ce26-5167-49a5-8d56-01da3e338008 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Context-alignment: Activating and enhancing llm capabilities in time series.arXiv preprint arXiv:2501.03747, 2025
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa5850ae-3e11-4d48-8a41-795b264078c3 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Time- VLM: Exploring multimodal vision-language models for augmented time series forecasting
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea99dd87-7883-4e46-8275-a248066828a8 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Autotimes: Autoregressive time series forecasters via large language models.Advances in Neural Infor- mation Processing Systems, 37:122154–122184, 2024
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac45a933-dc34-41fc-9efb-0c9ee86b92d3 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment S2ip-llm: Semantic space informed prompt learning with llm for time series forecast- ing
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8af8037-d431-4b1d-8071-acb1280503a5 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Zhang, Xiaoming Shi, Pin-Yu Chen, Yuxuan Liang, Yuan-Fang Li, Shirui Pan, and Qingsong Wen
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d3c7809-43ab-4031-bcf5-b97b0e7504a7 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment One fits all: Power general time series analysis by pretrained lm.Advances in Neural Information Processing Systems 36, 2023
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cca40d28-36e2-44e5-9b2a-e2c9c7f0ebf8 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment itransformer: Inverted transformers are effective for time series forecasting
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06b17230-deca-45b8-93b6-4dd4b4bfd8ca · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Robust anomaly detection for multivariate time series through stochastic recurrent neural network
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7988942e-96d5-45b1-9600-3eff3c623944 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Swat: A water treatment testbed for research and training on ics security
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6f74fbd-d1cc-4171-8dbc-ffd47bb4e920 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Practical approach to asyn- chronous multivariate time series anomaly detection and localization
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa477797-d6c5-42a5-9b81-6edfa18e7a6c · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Anomaly transformer: Time series anomaly detection with association discrepancy
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f46b97e-4fd3-48d3-8a4c-46d56e13eaf7 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment KAN-AD: Time series anomaly detection with kolmogorov–arnold networks
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d2a9f74-6a24-4c8f-a6d2-65d83e2c1a45 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Non-stationary transform- ers: Exploring the stationarity in time series forecasting.Advances in neural information processing systems, 35:9881–9893, 2022
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d785153-108e-4949-875c-b4e74e4c4560 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Time-series anomaly detection service at mi- crosoft
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7bb8b94-4bdf-4120-b61e-8d8021f06565 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Sand: Streaming subsequence anomaly detection.Proc
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77e26630-2f7b-4928-80bb-88c77a29e806 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Jennings
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a0ab8d52-2ec1-42e8-9e37-3178e2a37014 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Lof: identify- ing density-based local outliers
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3350ed7-d4a7-4ce1-bdc4-1e8e82d36e3a · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment FITS: Modeling time series with$10k$parameters
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dc2e761a-a5f5-479f-8be0-37dc838caef0 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Revisiting vae for unsupervised time series anomaly detection: A frequency perspective
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b082059e-eebf-4548-9fb9-501cc68ccef8 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Shroff, and Puneet Agarwal
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9cba227-ff0b-4b7b-b782-4b4aeb89a5f5 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Hou, and Max Tegmark
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34581c79-f0a4-4155-9ef3-0721c87b5809 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Current time series anomaly detection benchmarks are flawed and are creating the illusion of progress.IEEE transactions on knowledge and data engineering, 35(3):2421–2429, 2021
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 52ec996d-a832-49e2-978d-c8f51eb12f79 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment The UEA multivariate time series classification archive, 2018
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2aafead3-b305-4d6e-9760-12446f82f596 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment A transformer-based framework for multivariate time series representation learn- ing
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab150f36-8bb9-4c0d-9f20-1d439f10d7c2 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Mambasl: Exploring single-layer mamba for time series classification
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5a8bbba-c4fb-4f91-ae25-4100b028cd36 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Tscmamba: Mamba meets multi-view learning for time series classification.Information Fusion, 120:103079, 2025
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e80e3cda-8400-47cd-ae81-396fa5e87113 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Shedding light on time series classification using interpretability gated networks
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37c6f933-bfd1-4a12-ad32-c37a9bd204d1 · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment Tslanet: Rethinking transformers for time series representation learning
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1223d516-cd43-46b4-8b2a-a101a577db2c · outbound
Frequency-Guided Deformable Networks for Continuous Phase Alignment FEDformer: Frequency enhanced decomposed transformer for long-term series forecasting
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.