Machine Learning

Authors and titles for cs.LG in Mar 2023, skipping first 175

[176]  arXiv:2303.02206 [pdf, other]

Title: Domain Specific Question Answering Over Knowledge Graphs Using Logical Programming and Large Language Models

Authors: Navid Madani, Rohini K. Srihari, Kenneth Joseph

Subjects: Machine Learning (cs.LG); Computation and Language (cs.CL)

[177]  arXiv:2303.02213 [pdf, other]

Title: Backdoor Attacks and Defenses in Federated Learning: Survey, Challenges and Future Research Directions

Authors: Thuy Dung Nguyen, Tuan Nguyen, Phi Le Nguyen, Hieu H. Pham, Khoa Doan, Kok-Seng Wong

Subjects: Machine Learning (cs.LG)

[178]  arXiv:2303.02214 [pdf, ps, other]

Title: Adversarial Attacks on Machine Learning in Embedded and IoT Platforms

Authors: Christian Westbrook, Sudeep Pasricha

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Cryptography and Security (cs.CR)

[179]  arXiv:2303.02216 [pdf, other]

Title: Denoise Pretraining on Nonequilibrium Molecules for Accurate and Transferable Neural Potentials

Authors: Yuyang Wang, Changwen Xu, Zijie Li, Amir Barati Farimani

Comments: Published in Journal of Chemical Theory and Computation. 32 pages, 5 figures, 2 tables

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Chemical Physics (physics.chem-ph)

[180]  arXiv:2303.02219 [pdf, other]

Title: NSGA-PINN: A Multi-Objective Optimization Method for Physics-Informed Neural Network Training

Authors: Binghang Lu, Christian B. Moya, Guang Lin

Comments: 13 pages, 35 figures

Subjects: Machine Learning (cs.LG)

[181]  arXiv:2303.02223 [pdf, ps, other]

Title: Feature Selection with Annealing for Forecasting Financial Time Series

Authors: Hakan Pabuccu, Adrian Barbu

Comments: 37 pages, 1 figures and 12 tables

Subjects: Machine Learning (cs.LG); Computational Finance (q-fin.CP)

[182]  arXiv:2303.02227 [pdf, other]

Title: Online simulator-based experimental design for cognitive model selection

Authors: Alexander Aushev, Aini Putkonen, Gregoire Clarte, Suyog Chandramouli, Luigi Acerbi, Samuel Kaski, Andrew Howes

Subjects: Machine Learning (cs.LG)

[183]  arXiv:2303.02243 [pdf, other]

Title: Neural Operator Learning for Long-Time Integration in Dynamical Systems with Recurrent Neural Networks

Authors: Katarzyna Michałowska, Somdatta Goswami, George Em Karniadakis, Signe Riemer-Sørensen

Comments: 8 pages, 5 figures

Subjects: Machine Learning (cs.LG)

[184]  arXiv:2303.02255 [pdf, other]

Title: Finite-Sample Analysis of Learning High-Dimensional Single ReLU Neuron

Authors: Jingfeng Wu, Difan Zou, Zixiang Chen, Vladimir Braverman, Quanquan Gu, Sham M. Kakade

Comments: ICML 2023 camera ready

Subjects: Machine Learning (cs.LG); Optimization and Control (math.OC); Machine Learning (stat.ML)

[185]  arXiv:2303.02262 [pdf, other]

Title: Locally Regularized Neural Differential Equations: Some Black Boxes Were Meant to Remain Closed!

Authors: Avik Pal, Alan Edelman, Chris Rackauckas

Comments: Proceedings of the 40th International Conference on Machine Learning, Honolulu, Hawaii, USA. PMLR 202, 2023

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Numerical Analysis (math.NA)

[186]  arXiv:2303.02273 [pdf, other]

Title: Learning Label Encodings for Deep Regression

Authors: Deval Shah, Tor M. Aamodt

Comments: Published at ICLR 2023 (Notable top-25%)

Journal-ref: International Conference on Learning Representations 2023 (https://openreview.net/pdf?id=k60XE_b0Ix6)

Subjects: Machine Learning (cs.LG); Computer Vision and Pattern Recognition (cs.CV)

[187]  arXiv:2303.02278 [pdf, other]

Title: Federated Virtual Learning on Heterogeneous Data with Local-global Distillation

Authors: Chun-Yin Huang, Ruinan Jin, Can Zhao, Daguang Xu, Xiaoxiao Li

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI)

[188]  arXiv:2303.02304 [pdf, other]

Title: Coupled Multiwavelet Neural Operator Learning for Coupled Partial Differential Equations

Authors: Xiongye Xiao, Defu Cao, Ruochen Yang, Gaurav Gupta, Gengshuo Liu, Chenzhong Yin, Radu Balan, Paul Bogdan

Comments: Accepted to ICLR 2023

Subjects: Machine Learning (cs.LG)

[189]  arXiv:2303.02310 [pdf, other]

Title: IKD+: Reliable Low Complexity Deep Models For Retinopathy Classification

Authors: Shreyas Bhat Brahmavar, Rohit Rajesh, Tirtharaj Dash, Lovekesh Vig, Tanmay Tulsidas Verlekar, Md Mahmudul Hasan, Tariq Khan, Erik Meijering, Ashwin Srinivasan

Comments: Submitted to IEEE International Conference on Image Processing (ICIP 2023)

Journal-ref: IEEE International Conference on Image Processing (ICIP 2023)

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Computer Vision and Pattern Recognition (cs.CV)

[190]  arXiv:2303.02311 [pdf, other]

Title: Traffic State Estimation from Vehicle Trajectories with Anisotropic Gaussian Processes

Authors: Fan Wu, Zhanhong Cheng, Huiyu Chen, Tony Z. Qiu, Lijun Sun

Subjects: Machine Learning (cs.LG); Applications (stat.AP)

[191]  arXiv:2303.02318 [pdf, other]

Title: Achieving Counterfactual Fairness for Anomaly Detection

Authors: Xiao Han, Lu Zhang, Yongkai Wu, Shuhan Yuan

Comments: To appear in PAKDD.The code is available at this https URL

Subjects: Machine Learning (cs.LG)

[192]  arXiv:2303.02320 [pdf, other]

Title: Estimating Treatment Effects from Irregular Time Series Observations with Hidden Confounders

Authors: Defu Cao, James Enouen, Yujing Wang, Xiangchen Song, Chuizheng Meng, Hao Niu, Yan Liu

Comments: Accepted by AAAI 2023

Subjects: Machine Learning (cs.LG)

[193]  arXiv:2303.02322 [pdf, other]

Title: Improved Robustness Against Adaptive Attacks With Ensembles and Error-Correcting Output Codes

Authors: Thomas Philippon, Christian Gagné

Subjects: Machine Learning (cs.LG)

[194]  arXiv:2303.02341 [pdf, other]

Title: RoLNiP: Robust Learning Using Noisy Pairwise Comparisons

Authors: Samartha S Maheshwara, Naresh Manwani

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI)

[195]  arXiv:2303.02343 [pdf, other]

Title: What Is Missing in IRM Training and Evaluation? Challenges and Solutions

Authors: Yihua Zhang, Pranay Sharma, Parikshit Ram, Mingyi Hong, Kush Varshney, Sijia Liu

Comments: Accepted to Eleventh International Conference on Learning Representations (ICLR 2023)

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI)

[196]  arXiv:2303.02378 [pdf, other]

Title: Wasserstein Actor-Critic: Directed Exploration via Optimism for Continuous-Actions Control

Authors: Amarildo Likmeta, Matteo Sacco, Alberto Maria Metelli, Marcello Restelli

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI)

[197]  arXiv:2303.02387 [pdf, other]

Title: Towards a Unified Theoretical Understanding of Non-contrastive Learning via Rank Differential Mechanism

Authors: Zhijian Zhuo, Yifei Wang, Jinwen Ma, Yisen Wang

Comments: Accepted by ICLR 2023

Subjects: Machine Learning (cs.LG)

[198]  arXiv:2303.02393 [pdf, other]

Title: Seq-HyGAN: Sequence Classification via Hypergraph Attention Network

Authors: Khaled Mohammed Saifuddin, Corey May, Farhan Tanvir, Muhammad Ifte Khairul Islam, Esra Akbas

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI)

[199]  arXiv:2303.02405 [pdf, other]

Title: Decision Support System for Chronic Diseases Based on Drug-Drug Interactions

Authors: Tian Bian, Yuli Jiang, Jia Li, Tingyang Xu, Yu Rong, Yi Su, Timothy Kwok, Helen Meng, Hong Cheng

Journal-ref: ICDE2023

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI)

[200]  arXiv:2303.02421 [pdf, other]

Title: Exploring The Potential Of GANs In Biological Sequence Analysis

Authors: Taslim Murad, Sarwan Ali, Murray Patterson

Subjects: Machine Learning (cs.LG); Quantitative Methods (q-bio.QM)