conftrace_

time series modeling

16 papers

Explore in graph

Co-occurring keywords

time series (435) dynamical system (398) gaussian process (1200) state space model (390) markov chain monte carlo (725) time series analysis (175) nonlinear dynamics (46) deep learning model (61) hidden markov model (302) switching linear dynamical system (12)

Papers

RhythmMamba: Fast, Lightweight, and Accurate Remote Physiological Measurement AAAI 2025
Time-LlaMA: Adapting Large Language Models for Time Series Modeling via Dynamic Low-rank Adaptation ACL 2025
Toward Interpretable Time Series Modeling: A Kernel Representation Perspective IJCAI 2025
Trajectory Flow Matching with Applications to Clinical Time Series Modelling NIPS 2024
Rough Transformers: Lightweight and Continuous Time Series Modelling through Signature Patching NIPS 2024
Sequential Monte Carlo Learning for Time Series Structure Discovery ICML 2023
Predict the Future from the Past? On the Temporal Data Distribution Shift in Financial Sentiment Classifications EMNLP 2023
ContiFormer: Continuous-Time Transformer for Irregular Time Series Modeling NIPS 2023
Approximation Theory of Convolutional Architectures for Time Series Modelling ICML 2021
Time-Aware Multi-Scale RNNs for Time Series Modeling IJCAI 2021
Dynamical Wasserstein Barycenters for Time-series Modeling NIPS 2021
Safe Active Learning for Time-Series Modeling with Gaussian Processes NIPS 2018
Can Rumour Stance Alone Predict Veracity? COLING 2018
Interpretable Nonlinear Dynamic Modeling of Neural Trajectories NIPS 2016
Expectation Propagation in Gaussian Process Dynamical Systems NIPS 2012
Nonparametric Bayesian Learning of Switching Linear Dynamical Systems NIPS 2008