Methods

TimeStacker: A Novel Framework with Multilevel Observation for Capturing Nonstationary Patterns in Time Series Forecasting ICML 2025 Time-VLM: Exploring Multimodal Vision-Language Models for Augmented Time Series Forecasting ICML 2025 TIMING: Temporality-Aware Integrated Gradients for Time Series Explanation ICML 2025 To Predict or Not to Predict? Proportionally Masked Autoencoders for Tabular Data Imputation AAAI 2025 Toward Interpretable Time Series Modeling: A Kernel Representation Perspective IJCAI 2025 Towards Cross-Modality Modeling for Time Series Analytics: A Survey in the LLM Era IJCAI 2025 Towards Effective, Efficient and Unsupervised Social Event Detection in the Hyperbolic Space AAAI 2025 Towards Event Extraction with Massive Types: LLM-based Collaborative Annotation and Partitioning Extraction EMNLP 2025 Towards the Objective Characterisation of Major Depressive Disorder Using Speech Data from a 12-week Observational Study with Daily Measurements Interspeech 2025 Training-Free Dataset Pruning for Polyp Segmentation via Community Detection in Similarity Networks MIDL 2025 Transfer Learning in Financial Time Series with Gramian Angular Field (Student Abstract) AAAI 2025 TransPL: VQ-Code Transition Matrices for Pseudo-Labeling of Time Series Unsupervised Domain Adaptation ICML 2025 Tsururu: A Python-based Time Series Forecasting Strategies Library IJCAI 2025 TSVer: A Benchmark for Fact Verification Against Time-Series Evidence EMNLP 2025 Understanding Microtargeting Pattern on Social Media AAAI 2025 UNHaP: Unmixing Noise from Hawkes Processes AISTATS 2025 UnHiPPO: Uncertainty-aware Initialization for State Space Models ICML 2025 Unitless Unrestricted Markov-Consistent SCM Generation: Better Benchmark Datasets for Causal Discovery CLeaR 2025 Unlocking the Power of LSTM for Long Term Time Series Forecasting AAAI 2025 Unveiling the Power of Noise Priors: Enhancing Diffusion Models for Mobile Traffic Prediction IJCAI 2025 UPSC2M: Benchmarking Adaptive Learning from Two Million MCQ Attempts ACL 2025 VarDrop: Enhancing Training Efficiency by Reducing Variate Redundancy in Periodic Time Series Forecasting AAAI 2025 VerbalTS: Generating Time Series from Texts ICML 2025 Video Repurposing from User Generated Content: A Large-scale Dataset and Benchmark AAAI 2025 VoxAging: Continuously Tracking Speaker Aging with a Large-Scale Longitudinal Dataset in English and Mandarin Interspeech 2025