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Methods

1,725 papers (1 classified directly here)

Subtopics

Time Series Analysis (832) Data Mining (651) Time Series (431)

Papers per year

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Papers (including subtopics)

A scalable generative model for dynamical system reconstruction from neuroimaging data NIPS 2024
Higher-Order Causal Message Passing for Experimentation with Complex Interference NIPS 2024
Croissant: A Metadata Format for ML-Ready Datasets NIPS 2024
Benchmarking Estimators for Natural Experiments: A Novel Dataset and a Doubly Robust Algorithm NIPS 2024
Scaling Law for Time Series Forecasting NIPS 2024
ClavaDDPM: Multi-relational Data Synthesis with Cluster-guided Diffusion Models NIPS 2024
PGN: The RNN's New Successor is Effective for Long-Range Time Series Forecasting NIPS 2024
Personalized Adapter for Large Meteorology Model on Devices: Towards Weather Foundation Models NIPS 2024
IWBVT: Instance Weighting-based Bias-Variance Trade-off for Crowdsourcing NIPS 2024
Benchmark Data Repositories for Better Benchmarking NIPS 2024
DeformableTST: Transformer for Time Series Forecasting without Over-reliance on Patching NIPS 2024
Decomposable Transformer Point Processes NIPS 2024
Abstracted Shapes as Tokens - A Generalizable and Interpretable Model for Time-series Classification NIPS 2024
Identifying Spatio-Temporal Drivers of Extreme Events NIPS 2024
Learning from Highly Sparse Spatio-temporal Data NIPS 2024
Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting NIPS 2024
Shape analysis for time series NIPS 2024
A Data-Centric Perspective on Evaluating Machine Learning Models for Tabular Data NIPS 2024
Job-SDF: A Multi-Granularity Dataset for Job Skill Demand Forecasting and Benchmarking NIPS 2024
From Similarity to Superiority: Channel Clustering for Time Series Forecasting NIPS 2024
ChronoEpilogi: Scalable Time Series Selection with Multiple Solutions NIPS 2024
UniTS: A Unified Multi-Task Time Series Model NIPS 2024
Root Cause Analysis in Microservice Using Neural Granger Causal Discovery AAAI 2024
Hidden Follower Detection: How Is the Gaze-Spacing Pattern Embodied in Frequency Domain? AAAI 2024
Discovering Sequential Patterns with Predictable Inter-event Delays AAAI 2024