Machine Learning

Authors and titles for recent submissions, skipping first 75

• Mon, 6 May 2024
• Fri, 3 May 2024
• Thu, 2 May 2024
• Wed, 1 May 2024
• Tue, 30 Apr 2024

Mon, 6 May 2024 (continued, showing 25 of 117 entries)

[76]  arXiv:2405.01964 (cross-list from stat.ML) [pdf, other]

Title: Understanding LLMs Requires More Than Statistical Generalization

Authors: Patrik Reizinger, Szilvia Ujváry, Anna Mészáros, Anna Kerekes, Wieland Brendel, Ferenc Huszár

Comments: Accepted at ICML2024

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

[77]  arXiv:2405.01963 (cross-list from cs.CR) [pdf, other]

Title: From Attack to Defense: Insights into Deep Learning Security Measures in Black-Box Settings

Authors: Firuz Juraev, Mohammed Abuhamad, Eric Chan-Tin, George K. Thiruvathukal, Tamer Abuhmed

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

[78]  arXiv:2405.01952 (cross-list from stat.ML) [pdf, other]

Title: Three Quantization Regimes for ReLU Networks

Authors: Weigutian Ou, Philipp Schenkel, Helmut Bölcskei

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

[79]  arXiv:2405.01943 (cross-list from cs.CL) [pdf, other]

Title: Dependency-Aware Semi-Structured Sparsity of GLU Variants in Large Language Models

Authors: Zhiyu Guo, Hidetaka Kamigaito, Taro Wanatnabe

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

[80]  arXiv:2405.01934 (cross-list from cs.CV) [pdf, other]

Title: Impact of Architectural Modifications on Deep Learning Adversarial Robustness

Authors: Firuz Juraev, Mohammed Abuhamad, Simon S. Woo, George K Thiruvathukal, Tamer Abuhmed

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

[81]  arXiv:2405.01906 (cross-list from cs.AI) [pdf, other]

Title: Instance-Conditioned Adaptation for Large-scale Generalization of Neural Combinatorial Optimization

Authors: Changliang Zhou, Xi Lin, Zhenkun Wang, Xialiang Tong, Mingxuan Yuan, Qingfu Zhang

Comments: 17 pages, 6 figures

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

[82]  arXiv:2405.01883 (cross-list from cs.CL) [pdf, other]

Title: DALLMi: Domain Adaption for LLM-based Multi-label Classifier

Authors: Miruna Beţianu, Abele Mălan, Marco Aldinucci, Robert Birke, Lydia Chen

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

[83]  arXiv:2405.01881 (cross-list from q-fin.RM) [pdf, ps, other]

Title: Explainable Risk Classification in Financial Reports

Authors: Xue Wen Tan, Stanley Kok

Subjects: Risk Management (q-fin.RM); Machine Learning (cs.LG)

[84]  arXiv:2405.01873 (cross-list from cs.CL) [pdf, other]

Title: Enhancing Bangla Language Next Word Prediction and Sentence Completion through Extended RNN with Bi-LSTM Model On N-gram Language

Authors: Md Robiul Islam, Al Amin, Aniqua Nusrat Zereen

Comments: This paper contains 6 pages, 8 figures

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

[85]  arXiv:2405.01859 (cross-list from cs.CY) [pdf, other]

Title: AI-Powered Autonomous Weapons Risk Geopolitical Instability and Threaten AI Research

Authors: Riley Simmons-Edler, Ryan Badman, Shayne Longpre, Kanaka Rajan

Comments: 9 pages, in ICML 2024

Subjects: Computers and Society (cs.CY); Artificial Intelligence (cs.AI); Machine Learning (cs.LG); Robotics (cs.RO)

[86]  arXiv:2405.01855 (cross-list from cs.IR) [pdf, ps, other]

Title: Robust Explainable Recommendation

Authors: Sairamvinay Vijayaraghavan, Prasant Mohapatra

Subjects: Information Retrieval (cs.IR); Machine Learning (cs.LG)

[87]  arXiv:2405.01849 (cross-list from cs.IR) [pdf, ps, other]

Title: Stability of Explainable Recommendation

Authors: Sairamvinay Vijayaraghavan, Prasant Mohapatra

Subjects: Information Retrieval (cs.IR); Machine Learning (cs.LG)

[88]  arXiv:2405.01848 (cross-list from cs.IR) [pdf, other]

Title: RankSHAP: a Gold Standard Feature Attribution Method for the Ranking Task

Authors: Tanya Chowdhury, Yair Zick, James Allan

Subjects: Information Retrieval (cs.IR); Machine Learning (cs.LG)

[89]  arXiv:2405.01810 (cross-list from cs.AI) [pdf, other]

Title: Non-linear Welfare-Aware Strategic Learning

Authors: Tian Xie, Xueru Zhang

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

[90]  arXiv:2405.01792 (cross-list from cs.RO) [pdf, other]

Title: Learning Robust Autonomous Navigation and Locomotion for Wheeled-Legged Robots

Authors: Joonho Lee, Marko Bjelonic, Alexander Reske, Lorenz Wellhausen, Takahiro Miki, Marco Hutter

Journal-ref: Science Robotics, 2024, Vol 9, Issue 89

Subjects: Robotics (cs.RO); Machine Learning (cs.LG); Systems and Control (eess.SY)

[91]  arXiv:2405.01776 (cross-list from cs.RO) [pdf, other]

Title: An Approach to Systematic Data Acquisition and Data-Driven Simulation for the Safety Testing of Automated Driving Functions

Authors: Leon Eisemann, Mirjam Fehling-Kaschek, Henrik Gommel, David Hermann, Marvin Klemp, Martin Lauer, Benjamin Lickert, Florian Luettner, Robin Moss, Nicole Neis, Maria Pohle, Simon Romanski, Daniel Stadler, Alexander Stolz, Jens Ziehn, Jingxing Zhou

Comments: 8 pages, 5 figures

Subjects: Robotics (cs.RO); Artificial Intelligence (cs.AI); Computer Vision and Pattern Recognition (cs.CV); Human-Computer Interaction (cs.HC); Machine Learning (cs.LG)

[92]  arXiv:2405.01775 (cross-list from cs.AR) [pdf, other]

Title: Torch2Chip: An End-to-end Customizable Deep Neural Network Compression and Deployment Toolkit for Prototype Hardware Accelerator Design

Authors: Jian Meng, Yuan Liao, Anupreetham Anupreetham, Ahmed Hasssan, Shixing Yu, Han-sok Suh, Xiaofeng Hu, Jae-sun Seo

Comments: Accepted for publication at MLSys 2024

Subjects: Hardware Architecture (cs.AR); Machine Learning (cs.LG)

[93]  arXiv:2405.01761 (cross-list from stat.ML) [pdf, other]

Title: Multivariate Bayesian Last Layer for Regression: Uncertainty Quantification and Disentanglement

Authors: Han Wang, Eiji Kawasaki, Guillaume Damblin, Geoffrey Daniel

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

[94]  arXiv:2405.01758 (cross-list from cs.RO) [pdf, other]

Title: CGD: Constraint-Guided Diffusion Policies for UAV Trajectory Planning

Authors: Kota Kondo, Andrea Tagliabue, Xiaoyi Cai, Claudius Tewari, Olivia Garcia, Marcos Espitia-Alvarez, Jonathan P. How

Comments: 8 pages, 3 figures

Subjects: Robotics (cs.RO); Machine Learning (cs.LG); Systems and Control (eess.SY)

[95]  arXiv:2405.01745 (cross-list from cs.AI) [pdf, other]

Title: Large Language Models for UAVs: Current State and Pathways to the Future

Authors: Shumaila Javaid, Nasir Saeed, Bin He

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

[96]  arXiv:2405.01741 (cross-list from cs.CR) [pdf, other]

Title: PVF (Parameter Vulnerability Factor): A Quantitative Metric Measuring AI Vulnerability and Resilience Against Parameter Corruptions

Authors: Xun Jiao, Fred Lin, Harish D. Dixit, Joel Coburn, Abhinav Pandey, Han Wang, Jianyu Huang, Venkat Ramesh, Wang Xu, Daniel Moore, Sriram Sankar

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

[97]  arXiv:2405.01737 (cross-list from stat.ML) [pdf, other]

Title: Sample-efficient neural likelihood-free Bayesian inference of implicit HMMs

Authors: Sanmitra Ghosh, Paul J. Birrell, Daniela De Angelis

Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG); Computation (stat.CO)

[98]  arXiv:2405.01726 (cross-list from eess.IV) [pdf, ps, other]

Title: SSUMamba: Spatial-Spectral Selective State Space Model for Hyperspectral Image Denoising

Authors: Guanyiman Fu, Fengchao Xiong, Jianfeng Lu, Jun Zhou, Yuntao Qian

Subjects: Image and Video Processing (eess.IV); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[99]  arXiv:2405.01725 (cross-list from eess.IV) [pdf, other]

Title: Development of Skip Connection in Deep Neural Networks for Computer Vision and Medical Image Analysis: A Survey

Authors: Guoping Xu, Xiaxia Wang, Xinglong Wu, Xuesong Leng, Yongchao Xu

Subjects: Image and Video Processing (eess.IV); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[100]  arXiv:2405.01691 (cross-list from cs.CV) [pdf, other]

Title: Language-Enhanced Latent Representations for Out-of-Distribution Detection in Autonomous Driving

Authors: Zhenjiang Mao, Dong-You Jhong, Ao Wang, Ivan Ruchkin

Comments: Presented at the Robot Trust for Symbiotic Societies (RTSS) Workshop, co-located with ICRA 2024

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

• Mon, 6 May 2024
• Fri, 3 May 2024
• Thu, 2 May 2024
• Wed, 1 May 2024
• Tue, 30 Apr 2024