Machine Learning

Authors and titles for cs.LG in Mar 2023, skipping first 75

[76]  arXiv:2303.01021 [pdf, other]

Title: CADeSH: Collaborative Anomaly Detection for Smart Homes

Authors: Yair Meidan, Dan Avraham, Hanan Libhaber, Asaf Shabtai

Comments: in IEEE Internet of Things Journal, 2022

Subjects: Machine Learning (cs.LG)

[77]  arXiv:2303.01028 [pdf, other]

Title: Specformer: Spectral Graph Neural Networks Meet Transformers

Authors: Deyu Bo, Chuan Shi, Lele Wang, Renjie Liao

Comments: ICLR 2023

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Social and Information Networks (cs.SI)

[78]  arXiv:2303.01030 [pdf, other]

Title: Node Embedding from Hamiltonian Information Propagation in Graph Neural Networks

Authors: Qiyu Kang, Kai Zhao, Yang Song, Sijie Wang, Rui She, Wee Peng Tay

Subjects: Machine Learning (cs.LG)

[79]  arXiv:2303.01034 [pdf, other]

Title: Multi-Task Self-Supervised Time-Series Representation Learning

Authors: Heejeong Choi, Pilsung Kang

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

[80]  arXiv:2303.01042 [pdf, other]

Title: Reinforcement Learning Guided Multi-Objective Exam Paper Generation

Authors: Yuhu Shang, Xuexiong Luo, Lihong Wang, Hao Peng, Xiankun Zhang, Yimeng Ren, Kun Liang

Subjects: Machine Learning (cs.LG); Computers and Society (cs.CY)

[81]  arXiv:2303.01052 [pdf, other]

Title: Demystifying Causal Features on Adversarial Examples and Causal Inoculation for Robust Network by Adversarial Instrumental Variable Regression

Authors: Junho Kim, Byung-Kwan Lee, Yong Man Ro

Comments: Accepted in CVPR 2023

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

[82]  arXiv:2303.01055 [pdf, other]

Title: Physics-informed neural networks for solving forward and inverse problems in complex beam systems

Authors: Taniya Kapoor, Hongrui Wang, Alfredo Nunez, Rolf Dollevoet

Journal-ref: IEEE Transactions on Neural Networks and Learning Systems, 2023

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

[83]  arXiv:2303.01076 [pdf, other]

Title: Hallucinated Adversarial Control for Conservative Offline Policy Evaluation

Authors: Jonas Rothfuss, Bhavya Sukhija, Tobias Birchler, Parnian Kassraie, Andreas Krause

Comments: Conference on Uncertainty in Artificial Intelligence (UAI) 2023, first three authors contributed equally

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

[84]  arXiv:2303.01082 [pdf, other]

Title: GBMST: An Efficient Minimum Spanning Tree Clustering Based on Granular-Ball Computing

Authors: Jiang Xie, Shuyin Xia, Guoyin Wang, Xinbo Gao

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

[85]  arXiv:2303.01092 [pdf, ps, other]

Title: ArCL: Enhancing Contrastive Learning with Augmentation-Robust Representations

Authors: Xuyang Zhao, Tianqi Du, Yisen Wang, Jun Yao, Weiran Huang

Comments: Accepted by ICLR 2023

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

[86]  arXiv:2303.01135 [pdf, ps, other]

Title: Tight Risk Bounds for Gradient Descent on Separable Data

Authors: Matan Schliserman, Tomer Koren

Subjects: Machine Learning (cs.LG)

[87]  arXiv:2303.01141 [pdf, other]

Title: DeepSaDe: Learning Neural Networks that Guarantee Domain Constraint Satisfaction

Authors: Kshitij Goyal, Sebastijan Dumancic, Hendrik Blockeel

Comments: 13 pages

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

[88]  arXiv:2303.01158 [pdf, other]

Title: Iterative Circuit Repair Against Formal Specifications

Authors: Matthias Cosler, Frederik Schmitt, Christopher Hahn, Bernd Finkbeiner

Comments: To appear at ICLR'23

Subjects: Machine Learning (cs.LG); Logic in Computer Science (cs.LO)

[89]  arXiv:2303.01170 [pdf, other]

Title: Expert-Free Online Transfer Learning in Multi-Agent Reinforcement Learning

Authors: Alberto Castagna, Ivana Dusparic

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

[90]  arXiv:2303.01179 [pdf, other]

Title: SHAP-IQ: Unified Approximation of any-order Shapley Interactions

Authors: Fabian Fumagalli, Maximilian Muschalik, Patrick Kolpaczki, Eyke Hüllermeier, Barbara Hammer

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

[91]  arXiv:2303.01181 [pdf, other]

Title: iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams

Authors: Maximilian Muschalik, Fabian Fumagalli, Barbara Hammer, Eyke Hüllermeier

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

[92]  arXiv:2303.01193 [pdf, other]

Title: Interpretable System Identification and Long-term Prediction on Time-Series Data

Authors: Xiaoyi Liu, Duxin Chen, Wenjia Wei, Xia Zhu, Wenwu Yu

Subjects: Machine Learning (cs.LG); Systems and Control (eess.SY); Numerical Analysis (math.NA)

[93]  arXiv:2303.01201 [pdf, other]

Title: Average of Pruning: Improving Performance and Stability of Out-of-Distribution Detection

Authors: Zhen Cheng, Fei Zhu, Xu-Yao Zhang, Cheng-Lin Liu

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

[94]  arXiv:2303.01213 [pdf, other]

Title: DSD$^2$: Can We Dodge Sparse Double Descent and Compress the Neural Network Worry-Free?

Authors: Victor Quétu, Enzo Tartaglione

Subjects: Machine Learning (cs.LG)

[95]  arXiv:2303.01215 [pdf, other]

Title: Why (and When) does Local SGD Generalize Better than SGD?

Authors: Xinran Gu, Kaifeng Lyu, Longbo Huang, Sanjeev Arora

Comments: Published as a conference paper at ICLR 2023

Subjects: Machine Learning (cs.LG)

[96]  arXiv:2303.01220 [pdf, ps, other]

Title: Evaluation of drain, a deep-learning approach to rain retrieval from gpm passive microwave radiometer

Authors: Nicolas Viltard, Vibolroth Sambath, Pierre Lepetit, Audrey Martini, Laurent Barthès, Cécile Mallet

Journal-ref: IEEE Transactions on Geoscience and Remote Sensing, In press

Subjects: Machine Learning (cs.LG)

[97]  arXiv:2303.01240 [pdf, ps, other]

Title: The Point to Which Soft Actor-Critic Converges

Authors: Jianfei Ma

Subjects: Machine Learning (cs.LG)

[98]  arXiv:2303.01243 [pdf, other]

Title: Poster: Sponge ML Model Attacks of Mobile Apps

Authors: Souvik Paul, Nicolas Kourtellis

Comments: 2 pages, 6 figures. Proceedings of the 24th International Workshop on Mobile Computing Systems and Applications (HotMobile). Feb. 2023

Subjects: Machine Learning (cs.LG); Cryptography and Security (cs.CR); Performance (cs.PF)

[99]  arXiv:2303.01262 [pdf, other]

Title: Subset-Based Instance Optimality in Private Estimation

Authors: Travis Dick, Alex Kulesza, Ziteng Sun, Ananda Theertha Suresh

Subjects: Machine Learning (cs.LG); Cryptography and Security (cs.CR); Information Theory (cs.IT)

[100]  arXiv:2303.01265 [pdf, other]

Title: Steering Graph Neural Networks with Pinning Control

Authors: Acong Zhang, Ping Li, Guanrong Chen

Comments: 12 pages

Subjects: Machine Learning (cs.LG)