| TraM : Enhancing User Sleep Prediction with Transformer-based Multivariate Time Series Modeling and Machine Learning Ensembles | Oct 15, 2024 | Time Series | CodeCode Available | 1 |
| LLM-Mixer: Multiscale Mixing in LLMs for Time Series Forecasting | Oct 15, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Time Series Viewmakers for Robust Disruption Prediction | Oct 14, 2024 | Data AugmentationPrediction | —Unverified | 0 |
| StatioCL: Contrastive Learning for Time Series via Non-Stationary and Temporal Contrast | Oct 14, 2024 | Contrastive LearningRepresentation Learning | CodeCode Available | 0 |
| Statistical Properties of Deep Neural Networks with Dependent Data | Oct 14, 2024 | regressionTime Series | —Unverified | 0 |
| SensorLLM: Human-Intuitive Alignment of Multivariate Sensor Data with LLMs for Activity Recognition | Oct 14, 2024 | Activity RecognitionDescriptive | CodeCode Available | 2 |
| GIFT-Eval: A Benchmark For General Time Series Forecasting Model Evaluation | Oct 14, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 3 |
| Transparent Networks for Multivariate Time Series | Oct 14, 2024 | Additive modelsTime Series | CodeCode Available | 0 |
| Building a Multivariate Time Series Benchmarking Datasets Inspired by Natural Language Processing (NLP) | Oct 14, 2024 | BenchmarkingMulti-Task Learning | —Unverified | 0 |
| Adaptive Probabilistic ODE Solvers Without Adaptive Memory Requirements | Oct 14, 2024 | State EstimationTime Series | CodeCode Available | 2 |
| ABBA-VSM: Time Series Classification using Symbolic Representation on the Edge | Oct 14, 2024 | Binary ClassificationClassification | —Unverified | 0 |
| Moirai-MoE: Empowering Time Series Foundation Models with Sparse Mixture of Experts | Oct 14, 2024 | Mixture-of-ExpertsTime Series | CodeCode Available | 5 |
| Can GANs Learn the Stylized Facts of Financial Time Series? | Oct 13, 2024 | Time Series | —Unverified | 0 |
| Learning Pattern-Specific Experts for Time Series Forecasting Under Patch-level Distribution Shift | Oct 13, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| WormKAN: Are KAN Effective for Identifying and Tracking Concept Drift in Time Series? | Oct 13, 2024 | Decision MakingDecoder | —Unverified | 0 |
| Improving accuracy and convergence of federated learning edge computing methods for generalized DER forecasting applications in power grid | Oct 13, 2024 | Edge-computingFederated Learning | —Unverified | 0 |
| Timeseria: an object-oriented time series processing library | Oct 12, 2024 | Anomaly DetectionTime Series | —Unverified | 0 |
| Graph Neural Alchemist: An innovative fully modular architecture for time series-to-graph classification | Oct 12, 2024 | Graph ClassificationGraph Neural Network | —Unverified | 0 |
| Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models | Oct 12, 2024 | AutoMLMamba | CodeCode Available | 1 |
| Recovering complex ecological dynamics from time series using state-space universal dynamic equations | Oct 11, 2024 | Time Series | CodeCode Available | 1 |
| Underutilized land and sustainable development: effects on employment, economic output, and mitigation of CO2 emissions | Oct 11, 2024 | RetrievalRetrieval-augmented Generation | —Unverified | 0 |
| Convolutional Neural Network Design and Evaluation for Real-Time Multivariate Time Series Fault Detection in Spacecraft Attitude Sensors | Oct 11, 2024 | Anomaly DetectionFault Detection | —Unverified | 0 |
| Interdependency Matters: Graph Alignment for Multivariate Time Series Anomaly Detection | Oct 11, 2024 | Anomaly DetectionTime Series | CodeCode Available | 0 |
| Uncertainty-Aware Optimal Treatment Selection for Clinical Time Series | Oct 11, 2024 | counterfactualTime Series | —Unverified | 0 |
| Inferring birth versus death dynamics for ecological interactions in stochastic heterogeneous populations | Oct 11, 2024 | Time Series | —Unverified | 0 |
