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
Block-Biased Mamba for Long-Range Sequence Processing Annan Yu N. Benjamin Erichson Mamba 37 0 0 13 May 2025
Interest Changes: Considering User Interest Life Cycle in Recommendation System Yinjiang Cai Jiangpan Hou Yangping Zhu Yuan Nie 19 0 0 13 May 2025
Decoding Futures Price Dynamics: A Regularized Sparse Autoencoder for Interpretable Multi-Horizon Forecasting and Factor Discovery Abhijit Gupta 26 0 0 11 May 2025
A Novel Framework for Significant Wave Height Prediction based on Adaptive Feature Extraction Time-Frequency Network Jianxin Zhang Lianzi Jiang Xinyu Han Xiangrong Wang 31 0 0 10 May 2025
Unsupervised Anomaly Detection for Autonomous Robots via Mahalanobis SVDD with Audio-IMU Fusion Yizhuo Yang Jiulin Zhao Xinhang Xu Kun Cao Shenghai Yuan Lihua Xie 29 0 0 09 May 2025
Adaptive Wiping: Adaptive contact-rich manipulation through few-shot imitation learning with Force-Torque feedback and pre-trained object representations Chikaha Tsuji Enrique Coronado Pablo Osorio G. Venture 29 0 0 09 May 2025
Generative Models for Long Time Series: Approximately Equivariant Recurrent Network Structures for an Adjusted Training Scheme Ruwen Fulek Markus Lange-Hegermann AI4TS 40 0 0 08 May 2025
Retrieval Augmented Time Series Forecasting Sungwon Han Seungeon Lee M. Cha Sercan Ö. Arik Jinsung Yoon AI4TS 33 0 0 07 May 2025
ReeM: Ensemble Building Thermodynamics Model for Efficient HVAC Control via Hierarchical Reinforcement Learning Yang Deng Yaohui Liu Rui Liang Dafang Zhao Donghua Xie Ittetsu Taniguchi Dan Wang AI4CE 124 0 0 05 May 2025
Enhancing Black-Litterman Portfolio via Hybrid Forecasting Model Combining Multivariate Decomposition and Noise Reduction Ziye Yang Ke Lu 19 0 0 03 May 2025
Dual-Forecaster: A Multimodal Time Series Model Integrating Descriptive and Predictive Texts Wenfa Wu Guanyu Zhang Zheng Tan Yi Wang Hongsheng Qi AI4TS 42 1 0 02 May 2025
D-Tracker: Modeling Interest Diffusion in Social Activity Tensor Data Streams Shingo Higashiguchi Yasuko Matsubara Koki Kawabata Taichi Murayama Yasushi Sakurai AI4TS 31 0 0 01 May 2025
DeepSTA: A Spatial-Temporal Attention Network for Logistics Delivery Timely Rate Prediction in Anomaly Conditions Jinhui Yi Huan Yan Haotian Wang Jian Yuan Y. Li 37 4 0 01 May 2025
A comparative study of deep learning and ensemble learning to extend the horizon of traffic forecasting Xiao Zheng Saeed Asadi Bagloee Majid Sarvi AI4TS 36 0 0 30 Apr 2025
CANet: ChronoAdaptive Network for Enhanced Long-Term Time Series Forecasting under Non-Stationarity Mert Sonmezer Seyda Ertekin AI4TS 26 0 0 24 Apr 2025
QuantBench: Benchmarking AI Methods for Quantitative Investment Saizhuo Wang Hao Kong Jiadong Guo Fengrui Hua Yiyan Qi Wanyun Zhou Jiahao Zheng Xinyu Wang Lionel M. Ni Jian Guo 144 1 0 24 Apr 2025
Evaluating Time Series Models for Urban Wastewater Management: Predictive Performance, Model Complexity and Resilience Vipin Singh Tianheng Ling Teodor Chiaburu F. Biessmann 43 0 0 24 Apr 2025
Fault Diagnosis in New Wind Turbines using Knowledge from Existing Turbines by Generative Domain Adaptation S. Jonas Angela Meyer AI4CE 36 0 0 24 Apr 2025
Evaluating Temporal Plasticity in Foundation Time Series Models for Incremental Fine-tuning Jia Liu Cheng Jinguo Xia Fang Zhenyuan Ma Yuankai Wu CLL AI4TS LRM 42 0 0 20 Apr 2025
xLSTM-ECG: Multi-label ECG Classification via Feature Fusion with xLSTM Lei Kang Xuanshuo Fu Javier Vazquez-Corral Ernest Valveny Dimosthenis Karatzas 14 0 0 14 Apr 2025
MADLLM: Multivariate Anomaly Detection via Pre-trained LLMs Wei Tao Xiaoyang Qu Kai Lu Jiguang Wan Guokuan Li Jianzong Wang 39 0 0 13 Apr 2025
Bidirectional Linear Recurrent Models for Sequence-Level Multisource Fusion Qisai Liu Zhanhong Jiang Joshua R. Waite Chao Liu Aditya Balu S. Sarkar AI4TS 24 0 0 11 Apr 2025
Neural Fidelity Calibration for Informative Sim-to-Real Adaptation Youwei Yu Lantao Liu 35 0 0 11 Apr 2025
STEI-PCN: an efficient pure convolutional network for traffic prediction via spatial-temporal encoding and inferring Kai Hu Zhidan Zhao Zhifeng Hao GNN 43 0 0 10 Apr 2025
TSP-OCS: A Time-Series Prediction for Optimal Camera Selection in Multi-Viewpoint Surgical Video Analysis Xinyu Liu Xiaoguang Lin Xiang Liu Yong Yang H. Wang Qilong Sun 32 0 0 09 Apr 2025
Probabilistic QoS Metric Forecasting in Delay-Tolerant Networks Using Conditional Diffusion Models on Latent Dynamics Enming Zhang Zheng Liu Yu Xiang Yanwen Qu 26 0 0 09 Apr 2025
Fusing Global and Local: Transformer-CNN Synergy for Next-Gen Current Estimation Junlang Huang Hao Chen Li Luo Yong Cai Lexin Zhang Tianhao Ma Yitian Zhang Zhong Guan 22 0 0 08 Apr 2025
MM-STFlowNet: A Transportation Hub-Oriented Multi-Mode Passenger Flow Prediction Method via Spatial-Temporal Dynamic Graph Modeling Ronghui Zhang Wenbin Xing Mengran Li Zihan Wang Junzhou Chen Xiaolei Ma Zhiyuan Liu Zhengbing He AI4TS 26 0 0 08 Apr 2025
Unifying Physics- and Data-Driven Modeling via Novel Causal Spatiotemporal Graph Neural Network for Interpretable Epidemic Forecasting Shuai Han Lukas Stelz Thomas R. Sokolowski K. Zhou H. Stocker 26 0 0 07 Apr 2025
Electromyography-Based Gesture Recognition: Hierarchical Feature Extraction for Enhanced Spatial-Temporal Dynamics Jungpil Shin Abu Saleh Musa Miah Sota Konnai Shu Hoshitaka Pankoo Kim 29 0 0 04 Apr 2025
Explainable and Interpretable Forecasts on Non-Smooth Multivariate Time Series for Responsible Gameplay Hussain Jagirdar Rukma Talwadker Aditya Pareek Pulkit Agrawal Tridib Mukherjee AI4TS 36 1 0 03 Apr 2025
Dual-stream Transformer-GCN Model with Contextualized Representations Learning for Monocular 3D Human Pose Estimation Mingrui Ye Lianping Yang Hegui Zhu Zenghao Zheng Xin Wang Yantao Lo ViT 36 0 0 02 Apr 2025
HDVIO2.0: Wind and Disturbance Estimation with Hybrid Dynamics VIO Giovanni Cioffi L. Bauersfeld Davide Scaramuzza 46 0 0 01 Apr 2025
ModelRadar: Aspect-based Forecast Evaluation Vítor Cerqueira Luis Roque Carlos Soares 54 0 0 31 Mar 2025
EMForecaster: A Deep Learning Framework for Time Series Forecasting in Wireless Networks with Distribution-Free Uncertainty Quantification Xavier Mootoo Hina Tabassum Luca Chiaraviglio AI4TS 33 0 0 31 Mar 2025
Evaluation of (Un-)Supervised Machine Learning Methods for GNSS Interference Classification with Real-World Data Discrepancies Lucas Heublein N. Raichur Tobias Feigl Tobias Brieger Fin Heuer Lennart Asbach A. Rügamer Felix Ott 49 7 0 31 Mar 2025
Fuzzy Cluster-Aware Contrastive Clustering for Time Series Congyu Wang Mingjing Du Xiang Jiang Yongquan Dong AI4TS 37 0 0 28 Mar 2025
LeForecast: Enterprise Hybrid Forecast by Time Series Intelligence Zheng Tan Yiwen Nie Wenfa Wu Guanyu Zhang Yanze Liu ... Chao Yang Jiaxuan Fan Yuan He Hongsheng Qi Yangzhou Du AI4TS 42 0 0 27 Mar 2025
TS-Inverse: A Gradient Inversion Attack Tailored for Federated Time Series Forecasting Models Caspar Meijer Jiyue Huang Shreshtha Sharma Elena Lazovik Lydia Y. Chen AI4TS 33 0 0 26 Mar 2025
Towards Imperceptible Adversarial Attacks for Time Series Classification with Local Perturbations and Frequency Analysis Wenwei Gu Renyi Zhong Jianping Zhang Michael R. Lyu AAML 33 0 0 25 Mar 2025
Feature-Based Dual Visual Feature Extraction Model for Compound Multimodal Emotion Recognition Ran Liu Fengyu Zhang Cong Yu L. Yang Zhuofan Wen Siyuan Zhang Hailiang Yao Shun Chen Zheng Lian Bin Liu 37 0 0 21 Mar 2025
MAG: Multi-Modal Aligned Autoregressive Co-Speech Gesture Generation without Vector Quantization Binjie Liu Lina Liu Sanyi Zhang Songen Gu Yihao Zhi Tianyi Zhu Lei Yang Long Ye SLR 71 0 0 18 Mar 2025
Privacy-Preserving Biometric Verification with Handwritten Random Digit String Peirong Zhang Y. Liu Songxuan Lai Hongliang Li Lianwen Jin 63 2 0 17 Mar 2025
Spectrally-Corrected and Regularized QDA Classifier for Spiked Covariance Model Wenya Luo Hua Li Zhidong Bai Zhijun Liu 56 0 0 17 Mar 2025
Toward Foundation Models for Online Complex Event Detection in CPS-IoT: A Case Study Liying Han Gaofeng Dong Xiaomin Ouyang Lance M. Kaplan Federico Cerutti Mani B. Srivastava 55 0 0 15 Mar 2025
Probabilistic Forecasting for Dynamical Systems with Missing or Imperfect Data Siddharth Rout Eldad Haber Stéphane Gaudreault AI4TS AI4CE 60 0 0 15 Mar 2025
BioMamba: Leveraging Spectro-Temporal Embedding in Bidirectional Mamba for Enhanced Biosignal Classification Jian Qian Teck Lun Goh Bingyu Xie Chengyao Zhu Biao Wan Yawen Guan Rachel Ding Chen Patrick Chiang Mamba 45 0 0 14 Mar 2025
Masked Sensory-Temporal Attention for Sensor Generalization in Quadruped Locomotion Dikai Liu Tianwei Zhang Jianxiong Yin Simon See 85 1 0 13 Mar 2025
BioSerenity-E1: a self-supervised EEG model for medical applications Ruggero G. Bettinardi Mohamed Rahmouni Ulysse Gimenez 69 0 0 13 Mar 2025
dFLMoE: Decentralized Federated Learning via Mixture of Experts for Medical Data Analysis Luyuan Xie Tianyu Luan Wenyuan Cai Guochen Yan Z. Chen Nan Xi Yuejian Fang Qingni Shen Zhonghai Wu Junsong Yuan FedML 62 0 0 13 Mar 2025