An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling

4 March 2018

J. Zico Kolter

Papers citing "An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling"

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Title
A Benchmark Time Series Dataset for Semiconductor Fabrication Manufacturing Constructed using Component-based Discrete-Event Simulation Models Vamsi Krishna Pendyala H. Sarjoughian Bala Potineni E. Yellig 26 0 0 17 Aug 2024
ADformer: A Multi-Granularity Transformer for EEG-Based Alzheimer's Disease Assessment Yihe Wang Nadia Mammone Darina Petrovsky Alexandros T. Tzallas Francesco C. Morabito Xiang Zhang MedIm 32 3 0 17 Aug 2024
Eavesdropping Mobile Apps and Actions through Wireless Traffic in the Open World Xiaoguang Yang Yong Huang Junli Guo Dalong Zhang Qingxian Wang 15 0 0 14 Aug 2024
RISE-iEEG: Robust to Inter-Subject Electrodes Implantation Variability iEEG Classifier Maryam Ostadsharif Memar Navid Ziaei Behzad Nazari Ali Yousefi 26 0 0 12 Aug 2024
EEGMobile: Enhancing Speed and Accuracy in EEG-Based Gaze Prediction with Advanced Mobile Architectures Teng Liang Andrews Damoah 45 0 0 06 Aug 2024
Don't Think It Twice: Exploit Shift Invariance for Efficient Online Streaming Inference of CNNs Christodoulos Kechris Jonathan Dan Jose Miranda David Atienza AI4TS 27 0 0 06 Aug 2024
A Backbone for Long-Horizon Robot Task Understanding Xiaoshuai Chen Wei Chen Dongmyoung Lee Yukun Ge Nicolás Rojas Petar Kormushev 41 3 0 02 Aug 2024
SepAl: Sepsis Alerts On Low Power Wearables With Digital Biomarkers and On-Device Tiny Machine Learning Marco Giordano Kanika S. Dheman Michele Magno 32 3 0 31 Jul 2024
Long Range Switching Time Series Prediction via State Space Model Jiaming Zhang Yang Ding Yunfeng Gao 29 0 0 27 Jul 2024
Interval Forecasts for Gas Prices in the Face of Structural Breaks -- Statistical Models vs. Neural Networks Stephan Schlüter Sven Pappert Martin Neumann 16 0 0 23 Jul 2024
EmoFace: Audio-driven Emotional 3D Face Animation Chang Liu Qunfen Lin Zijiao Zeng Ye Pan CVBM 41 4 0 17 Jul 2024
Not All Frequencies Are Created Equal:Towards a Dynamic Fusion of Frequencies in Time-Series Forecasting Xingyu Zhang Siyu Zhao Zeen Song Huijie Guo Jianqi Zhang Changwen Zheng Wenwen Qiang AI4TS 32 4 0 17 Jul 2024
Temporal receptive field in dynamic graph learning: A comprehensive analysis Yannis Karmim Leshanshui Yang Raphael Fournier SÑiehotta Clément Chatelain Sébastien Adam Nicolas Thome 30 1 0 17 Jul 2024
Omni-Dimensional Frequency Learner for General Time Series Analysis Xianing Chen.Hanting Chen Hanting Chen Hailin Hu AI4TS 37 0 0 15 Jul 2024
Temporal Convolution Derived Multi-Layered Reservoir Computing Johannes Viehweg Dominik Walther Prof. Dr. -Ing. Patrick Mäder AI4TS 22 1 0 09 Jul 2024
TriQXNet: Forecasting Dst Index from Solar Wind Data Using an Interpretable Parallel Classical-Quantum Framework with Uncertainty Quantification Md Abrar Jahin M. F. Mridha Zeyar Aung Nilanjan Dey R. Sherratt 31 1 0 09 Jul 2024
DεpS: Delayed ε-Shrinking for Faster Once-For-All Training Aditya Annavajjala Alind Khare Animesh Agrawal Igor Fedorov Hugo Latapie Myungjin Lee Alexey Tumanov CLL 37 0 0 08 Jul 2024
Learning by the F-adjoint Ahmed Boughammoura FedML 21 0 0 08 Jul 2024
Learning Video Temporal Dynamics with Cross-Modal Attention for Robust Audio-Visual Speech Recognition Sungnyun Kim Kangwook Jang Sangmin Bae Hoirin Kim Se-Young Yun 42 3 0 04 Jul 2024
MUSE-Net: Missingness-aware mUlti-branching Self-attention Encoder for Irregular Longitudinal Electronic Health Records Zekai Wang Tieming Liu B. Yao 31 0 0 30 Jun 2024
Deep Frequency Derivative Learning for Non-stationary Time Series Forecasting Wei Fan Kun Yi Hangting Ye Zhiyuan Ning Qi Zhang Ning An AI4TS 46 8 0 29 Jun 2024
SAM: Semi-Active Mechanism for Extensible Continuum Manipulator and Real-time Hysteresis Compensation Control Algorithm Junhyun Park Seonghyeok Jang Myeongbo Park Hyojae Park Jeonghyeon Yoon Minho Hwang 20 1 0 26 Jun 2024
Machine Learning Techniques in Automatic Music Transcription: A Systematic Survey Fatemeh Jamshidi Gary Pike Amit Das Richard Chapman 37 3 0 20 Jun 2024
What Teaches Robots to Walk, Teaches Them to Trade too -- Regime Adaptive Execution using Informed Data and LLMs Raeid Saqur 26 3 0 20 Jun 2024
Explainable by-design Audio Segmentation through Non-Negative Matrix Factorization and Probing Martin Lebourdais Théo Mariotte Antonio Almudévar Marie Tahon Alfonso Ortega 30 0 0 19 Jun 2024
Self-Supervised Time-Series Anomaly Detection Using Learnable Data Augmentation K. Choi Jihun Yi J. Mok Sungroh Yoon 27 1 0 18 Jun 2024
GMP-AR: Granularity Message Passing and Adaptive Reconciliation for Temporal Hierarchy Forecasting Fan Zhou Chen Pan Lintao Ma Yu Liu James Zhang ... Weitao Lin Zi Zhuang Wenxin Ning Yunhua Hu Siqiao Xue AI4TS 22 1 0 18 Jun 2024
MR-RawNet: Speaker verification system with multiple temporal resolutions for variable duration utterances using raw waveforms Seung-bin Kim Chan-yeong Lim Jungwoo Heo Ju-ho Kim Hyun-Seo Shin Kyo-Won Koo Ha-Jin Yu 47 0 0 11 Jun 2024
Optimizing Time Series Forecasting Architectures: A Hierarchical Neural Architecture Search Approach Difan Deng Marius Lindauer AI4TS 53 0 0 07 Jun 2024
FPN-fusion: Enhanced Linear Complexity Time Series Forecasting Model Chu Li Pingjia Xiao Q. Yuan AI4TS 24 0 0 06 Jun 2024
Inferring the time-varying coupling of dynamical systems with temporal convolutional autoencoders Josuan Calderon Gordon J. Berman CML 20 0 0 05 Jun 2024
CCF: Cross Correcting Framework for Pedestrian Trajectory Prediction Pranav Singh Chib Pravendra Singh 45 1 0 02 Jun 2024
Joint Selective State Space Model and Detrending for Robust Time Series Anomaly Detection Junqi Chen Xu Tan S. Rahardja Jiawei Yang S. Rahardja Mamba 38 2 0 30 May 2024
Automatic Dance Video Segmentation for Understanding Choreography Koki Endo Shuhei Tsuchida Tsukasa Fukusato Takeo Igarashi VOS 16 0 0 30 May 2024
MGCP: A Multi-Grained Correlation based Prediction Network for Multivariate Time Series Zhicheng Chen Xi Xiao Ke-Li Xu Zhong Zhang Yu Rong Qing Li Guojun Gan Zhiqiang Xu Peilin Zhao AI4TS 43 0 0 30 May 2024
Factor Augmented Tensor-on-Tensor Neural Networks Guanhao Zhou Yuefeng Han Xiufan Yu 32 1 0 30 May 2024
Predicting Parking Availability in Singapore with Cross-Domain Data: A New Dataset and A Data-Driven Approach Huaiwu Zhang Yutong Xia Siru Zhong Kun Wang Zekun Tong Qingsong Wen Roger Zimmermann Yuxuan Liang 28 0 0 29 May 2024
ForecastGrapher: Redefining Multivariate Time Series Forecasting with Graph Neural Networks Wanlin Cai Kun Wang Hao Wu Xiaoxu Chen Yuankai Wu AI4TS 19 0 0 28 May 2024
Scalable Numerical Embeddings for Multivariate Time Series: Enhancing Healthcare Data Representation Learning Chun-Kai Huang Yi-Hsien Hsieh Ta-Jung Chien Li-Cheng Chien Shao-Hua Sun T. Su J. Kao Che Lin AI4TS 45 0 0 26 May 2024
MambaTS: Improved Selective State Space Models for Long-term Time Series Forecasting Xiuding Cai Yaoyao Zhu Xueyao Wang Yu Yao Mamba AI4TS 35 7 0 26 May 2024
ETTrack: Enhanced Temporal Motion Predictor for Multi-Object Tracking Xudong Han Nobuyuki Oishi Yueying Tian Elif Ucurum R. Young C. Chatwin Philip Birch 37 3 0 24 May 2024
Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series Classification Yihe Wang Nan Huang Taida Li Yujun Yan Xiang Zhang MedIm AI4TS 30 21 0 24 May 2024
On the Identification of Temporally Causal Representation with Instantaneous Dependence Zijian Li Yifan Shen Kaitao Zheng Ruichu Cai Xiangchen Song Mingming Gong Zhengmao Zhu Guan-Hong Chen Kun Zhang CML 29 5 0 24 May 2024
Scaling Law for Time Series Forecasting Jingzhe Shi Qinwei Ma Huan Ma Lei Li AI4TS 31 8 0 24 May 2024
SpGesture: Source-Free Domain-adaptive sEMG-based Gesture Recognition with Jaccard Attentive Spiking Neural Network Weiyu Guo Ying Sun Yijie Xu Ziyue Qiao Yongkui Yang Hui Xiong 31 3 0 23 May 2024
Advancing Spiking Neural Networks for Sequential Modeling with Central Pattern Generators Changze Lv Dongqi Han Yansen Wang Xiaoqing Zheng Xuanjing Huang Dongsheng Li 32 0 0 23 May 2024
Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting Qingxiang Liu Xu Liu Chenghao Liu Qingsong Wen Yuxuan Liang AI4TS AI4CE 48 6 0 23 May 2024
Leveraging World Events to Predict E-Commerce Consumer Demand under Anomaly Dan Kalifa Uriel Singer Ido Guy Guy D. Rosin Kira Radinsky AI4TS 29 8 0 22 May 2024
Leveraging 2D Information for Long-term Time Series Forecasting with Vanilla Transformers Xin Cheng Xiuying Chen Shuqi Li Di Luo Xun Wang Dongyan Zhao Rui Yan AI4TS 66 1 0 22 May 2024
FAITH: Frequency-domain Attention In Two Horizons for Time Series Forecasting Ruiqi Li Maowei Jiang Kai-Ming Wang Kaiduo Feng Quangao Liu Yue Sun Xiufang Zhou AI4TS 35 1 0 22 May 2024