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35 Results
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Poster
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Wed 1:45 |
Robustifying State-space Models for Long Sequences via Approximate Diagonalization Annan Yu · Arnur Nigmetov · Dmitriy Morozov · Michael W Mahoney · N. Benjamin Erichson |
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Poster
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Tue 7:30 |
Course Correcting Koopman Representations Mahan Fathi · Clement Gehring · Jonathan Pilault · David Kanaa · Pierre-Luc Bacon · Pierre-Luc Bacon · Ross Goroshin |
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Poster
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Wed 1:45 |
Function-space Parameterization of Neural Networks for Sequential Learning Aidan Scannell · Riccardo Mereu · Paul Chang · Ella Tamir · Joni Pajarinen · Arno Solin |
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Poster
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Thu 7:30 |
WOODS: Benchmarks for Out-of-Distribution Generalization in Time Series Irina Rish · Kartik Ahuja · Mohammad Javad Darvishi Bayazi · Pooneh Mousavi · Guillaume Dumas · Jean-Christophe Gagnon-Audet |
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Poster
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Tue 7:30 |
Generative Modeling of Regular and Irregular Time Series Data via Koopman VAEs Ilan Naiman · N. Benjamin Erichson · Pu Ren · Michael W Mahoney · Omri Azencot |
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Poster
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Fri 1:45 |
Continuous Field Reconstruction from Sparse Observations with Implicit Neural Networks Xihaier Luo · Wei Xu · Balasubramanya T. Nadiga · Yihui Ren · Shinjae Yoo |
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Poster
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Tue 7:30 |
REBAR: Retrieval-Based Reconstruction for Time-series Contrastive Learning Maxwell Xu · Alexander Moreno · Hui Wei · Benjamin M Marlin · James Rehg |
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Poster
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Fri 7:30 |
Parallelizing non-linear sequential models over the sequence length Yi Heng Lim · Qi Zhu · Joshua Selfridge · Muhammad Firmansyah |
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Poster
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Tue 1:45 |
Time-LLM: Time Series Forecasting by Reprogramming Large Language Models Ming Jin · Shiyu Wang · Lintao Ma · Zhixuan Chu · James Zhang · Xiaoming Shi · Pin-Yu Chen · Yuxuan Liang · Yuan-Fang Li · Shirui Pan · Qingsong Wen |
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Poster
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Thu 1:45 |
AirPhyNet: Harnessing Physics-Guided Neural Networks for Air Quality Prediction Kethmi Hirushini Hettige · Jiahao Ji · Shili Xiang · Cheng Long · Gao Cong · Jingyuan Wang |
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Poster
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Wed 1:45 |
Feature-aligned N-BEATS with Sinkhorn divergence Joonhun Lee · Myeongho Jeon · Myungjoo Kang · Kyunghyun Park |