Time Series Alignment

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

9 shown of 9 papers with code (18 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning
  12 Mar 2024 2 repositories listed Syntology ran 3 of 5 samples · 2 unverified
  Unlike existing methods that focus on training models from a single modal of time series input, large language models (LLMs) based MTSF methods with cross-modal text and time series input have recently shown great…
• TimePoint: Accelerated Time Series Alignment via Self-Supervised Keypoint and Descriptor Learning
  29 May 2025 1 repository listed Syntology ran 8 of 15 samples · 7 unverified · 1 pointer-only (licence)
  Applying DTW to these sparse representations yield major speedups and typically higher alignment accuracy than standard DTW applied to the full signals.
• Gaze-Guided Learning: Avoiding Shortcut Bias in Visual Classification
  8 Apr 2025 1 repository listed
  Motivated by this, we introduce Gaze-CIFAR-10, a human gaze time-series dataset, along with a dual-sequence gaze encoder that models the precise sequential localization of human attention on distinct local attributes.
• DejaVid: Encoder-Agnostic Learned Temporal Matching for Video Classification
  1 Jan 2025 1 repository listed
  This approach fails to account for a variety of time-related features, such as variable video durations, chronological order of events, and temporal variance in feature significance.
• Unraveling Anomalies in Time: Unsupervised Discovery and Isolation of Anomalous Behavior in Bio-regenerative Life Support System Telemetry
  14 Jun 2024 1 repository listed
  The detection of abnormal or critical system states is essential in condition monitoring.
• LLM4TS: Aligning Pre-Trained LLMs as Data-Efficient Time-Series Forecasters
  16 Aug 2023 1 repository listed Syntology ran 4 of 8 samples · 4 unverified
  Recently, researchers have leveraged the representation learning transferability of pre-trained Large Language Models (LLMs) to handle limited non-linguistic datasets effectively.
• Closed-Form Diffeomorphic Transformations for Time Series Alignment
  16 Jun 2022 1 repository listed Syntology ran 2 of 2 samples · 0 unverified
  Gradient-based optimization frameworks containing diffeomorphic transformations require to calculate derivatives to the differential equation's solution with respect to the model parameters, i.
• Time Series Alignment with Global Invariances
  10 Feb 2020 1 repository listed
  Multivariate time series are ubiquitous objects in signal processing.
• Diffeomorphic Temporal Alignment Nets
  10 Dec 2019 1 repository listed
  In a single-class case, the method is unsupervised: the ground-truth alignments are unknown.

Syntology lines on 4 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.