conftrace_

time series

435 papers

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TS

Co-occurring keywords

time series analysis (175) representation learning (6206) gaussian process (1200) bayesian inference (1907) variational inference (2069) causal inference (1630) causal discovery (460) dynamical system (398) time series forecasting (364) recurrent neural network (1790)

Papers

Beyond Observations: Reconstruction Error-Guided Irregularly Sampled Time Series Representation Learning AAAI 2026
COGS: A Causal Representation Learning Framework for Out-of-Distribution Generalization in Time Series AAAI 2026
HierarNet: Independent Interactive Hierarchical Disease Outbreak Forecasting AAAI 2026
DeepSenseMoE: Harnessing Power of Time Series Foundation Models for Few-Shot Human Activity Recognition AAAI 2026
STReasoner: Empowering LLMs for Spatio-Temporal Reasoning in Time Series via Spatial-Aware Reinforcement Learning ACL 2026
RhythmMamba: Fast, Lightweight, and Accurate Remote Physiological Measurement AAAI 2025
FLARE: A Framework for Stellar Flare Forecasting Using Stellar Physical Properties and Historical Records IJCAI 2025
Spatiotemporal-aware Trend-Seasonality Decomposition Network for Traffic Flow Forecasting AAAI 2025
Efficient Constraint-based Window Causal Graph Discovery in Time Series with Multiple Time Lags IJCAI 2025
Long-Term Development of Attitudes towards Schizophrenia and Depression in Scientific Abstracts ACL 2025
PyTorch-Lifestream: Learning Embeddings on Discrete Event Sequences IJCAI 2025
Diffusion-aware Censored Gaussian Processes for Demand Modelling IJCAI 2025
Harnessing Vision Models for Time Series Analysis: A Survey IJCAI 2025
M2EIT: Multi-Domain Mixture of Experts for Robust Neural Inertial Tracking ICCV 2025
CoFinDiff: Controllable Financial Diffusion Model for Time Series Generation IJCAI 2025
Multimodal Language Models for Financial Forecasting from Interleaved Sequences of Text and Time Series IJCNLP 2025
Universality of Real Minimal Complexity Reservoir AAAI 2025
Enhancing Masked Time-Series Modeling via Dropping Patches AAAI 2025
Robust and Adaptive AI Models for Medication Usage Forecasting Using ICD-9/10 Code (Student Abstract) AAAI 2025
Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement ACL 2025
TS-CLIP: Time Series Understanding by CLIP EMNLP 2025
Infinite-dimensional Mahalanobis Distance with Applications to Kernelized Novelty Detection JMLR 2025
A Dynamic Stiefel Graph Neural Network for Efficient Spatio-Temporal Time Series Forecasting IJCAI 2025
GG-SSMs: Graph-Generating State Space Models CVPR 2025
SMTPD: A New Benchmark for Temporal Prediction of Social Media Popularity CVPR 2025