Machine Learning

Papers filed under cs.LG on arXiv, each one already summarized by Paperlayer. Open any of them to read the summary beside the original PDF, with every point linked to the line, figure, or table it came from.

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13,621 to 13,680 of 20,199

Certified Adversarial Robustness with Additive Noise
Bai Li, Changyou Chen, Wenlin Wang +1
cs.LGcs.CRstat.MLarXiv:1809.03113v62018
Critic Regularized Regression
Ziyu Wang, Alexander Novikov, Konrad Zolna +8
cs.LGcs.AIstat.MLarXiv:2006.15134v32020
Topology Adaptive Graph Convolutional Networks
Jian Du, Shanghang Zhang, Guanhang Wu +2
cs.LGstat.MLarXiv:1710.10370v52017
Knowledge Graph Alignment Network with Gated Multi-hop Neighborhood Aggregation
Zequn Sun, Chengming Wang, Wei Hu +4
cs.CLcs.AIcs.LGarXiv:1911.08936v12019
MoFlow: An Invertible Flow Model for Generating Molecular Graphs
Chengxi Zang, Fei Wang
stat.MLcs.LGphysics.chem-pharXiv:2006.10137v12020
DynaBERT: Dynamic BERT with Adaptive Width and Depth
Lu Hou, Zhiqi Huang, Lifeng Shang +3
cs.CLcs.LGarXiv:2004.04037v22020
From Concept Drift to Model Degradation: An Overview on Performance-Aware Drift Detectors
Firas Bayram, Bestoun S. Ahmed, Andreas Kassler
cs.LGcs.AIarXiv:2203.11070v12022
Unsolved Problems in ML Safety
Dan Hendrycks, Nicholas Carlini, John Schulman +1
cs.LGcs.AIcs.CLarXiv:2109.13916v52021
Summaries:한국어
PhotoMaker: Customizing Realistic Human Photos via Stacked ID Embedding
Zhen Li, Mingdeng Cao, Xintao Wang +3
cs.CVcs.AIcs.LGarXiv:2312.04461v12023
The Emerging Trends of Multi-Label Learning
Weiwei Liu, Haobo Wang, Xiaobo Shen +1
cs.LGarXiv:2011.11197v32020
Generalizing Convolutional Neural Networks for Equivariance to Lie Groups on Arbitrary Continuous Data
Marc Finzi, Samuel Stanton, Pavel Izmailov +1
stat.MLcs.LGarXiv:2002.12880v32020
When Is Noise Response Universal? Tokenization as the Hidden Variable in Language Models
Yefan Tao, Gerald Friedland, Luyang Kong
cs.CLcs.LGarXiv:2608.26319v12026
Constraint-Aware Physics-Informed Neural Networks for Static Shape Estimation of Co-Manipulative Continuum Robots
Rana Danesh, Pari Qarehdaghi, Farrokh Janabi-Sharifi
cs.ROcs.LGarXiv:2608.26273v12026
FALCON: Honest-Majority Maliciously Secure Framework for Private Deep Learning
Sameer Wagh, Shruti Tople, Fabrice Benhamouda +3
cs.CRcs.LGarXiv:2004.02229v22020
Classical and Hybrid Quantum Machine Learning for Trigger-Like Event Selection on CMS Open Data: An Eight-Qubit, PCA-Constrained Benchmark
Tariq Mahmood, Muhammad Awais Rafique, Talab Hussain +3
hep-phcs.LGhep-exarXiv:2608.26224v12026
Supervised and Unsupervised Speech Enhancement Using Nonnegative Matrix Factorization
Nasser Mohammadiha, Paris Smaragdis, Arne Leijon
cs.SDcs.LGarXiv:1709.05362v12017
Adaptive Gradient-Based Meta-Learning Methods
Mikhail Khodak, Maria-Florina Balcan, Ameet Talwalkar
cs.LGcs.AIstat.MLarXiv:1906.02717v32019
Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting
Zezhi Shao, Zhao Zhang, Wei Wei +4
cs.LGarXiv:2206.09112v42022
Beyond Capability Benchmarks: Learning Operational Fingerprints of LLM Cloud Services from Production Incident Metadata
Meiwei Zhang, Eduardo Miranda, Bruce Baynes +4
cs.LGarXiv:2608.26332v12026
Speech Resynthesis from Discrete Disentangled Self-Supervised Representations
Adam Polyak, Yossi Adi, Jade Copet +5
cs.SDcs.LGeess.ASarXiv:2104.00355v32021
mm-Pose: Real-Time Human Skeletal Posture Estimation using mmWave Radars and CNNs
Arindam Sengupta, Feng Jin, Renyuan Zhang +1
eess.SPcs.LGstat.MLarXiv:1911.09592v12019
StyleGAN-V: A Continuous Video Generator with the Price, Image Quality and Perks of StyleGAN2
Ivan Skorokhodov, Sergey Tulyakov, Mohamed Elhoseiny
cs.CVcs.AIcs.LGarXiv:2112.14683v42021
Deep Bayesian Bandits Showdown: An Empirical Comparison of Bayesian Deep Networks for Thompson Sampling
Carlos Riquelme, George Tucker, Jasper Snoek
stat.MLcs.LGarXiv:1802.09127v12018
Graph Wavelet Neural Network
Bingbing Xu, Huawei Shen, Qi Cao +2
cs.LGstat.MLarXiv:1904.07785v12019
A Stable Multi-Scale Kernel for Topological Machine Learning
Jan Reininghaus, Stefan Huber, Ulrich Bauer +1
stat.MLcs.CVcs.LGarXiv:1412.6821v12014
Improving Deep Learning using Generic Data Augmentation
Luke Taylor, Geoff Nitschke
cs.LGstat.MLarXiv:1708.06020v12017
Universal Function Approximation by Deep Neural Nets with Bounded Width and ReLU Activations
Boris Hanin
stat.MLcs.CGcs.LGarXiv:1708.02691v32017
Cross-simulator transfer with foundation model summaries: Towards robust SKA-era reionization inference
Yannic Pietschke, Caroline Heneka, Ayodele Ore +1
astro-ph.COastro-ph.IMcs.LGarXiv:2608.26354v12026
Toward Equitable Low-Carbon Mobility: Fairness-Aware Demand Prediction for Expanding Bike-Sharing Systems
Man Luo, Yixuan Zhao
cs.LGarXiv:2608.26451v12026
Gradient Descent with Early Stopping is Provably Robust to Label Noise for Overparameterized Neural Networks
Mingchen Li, Mahdi Soltanolkotabi, Samet Oymak
cs.LGstat.MLarXiv:1903.11680v32019
Rank consistent ordinal regression for neural networks with application to age estimation
Wenzhi Cao, Vahid Mirjalili, Sebastian Raschka
cs.LGstat.MLarXiv:1901.07884v72019
Solving a Class of Non-Convex Min-Max Games Using Iterative First Order Methods
Maher Nouiehed, Maziar Sanjabi, Tianjian Huang +2
math.OCcs.LGstat.MLarXiv:1902.08297v32019
Shake-Shake regularization
Xavier Gastaldi
cs.LGcs.CVarXiv:1705.07485v22017
GECToR -- Grammatical Error Correction: Tag, Not Rewrite
Kostiantyn Omelianchuk, Vitaliy Atrasevych, Artem Chernodub +1
cs.CLcs.LGarXiv:2005.12592v22020
Dense Extreme Inception Network: Towards a Robust CNN Model for Edge Detection
Xavier Soria, Edgar Riba, Angel D. Sappa
cs.CVcs.LGarXiv:1909.01955v22019
A Survey on Hallucination in Large Vision-Language Models
Hanchao Liu, Wenyuan Xue, Yifei Chen +6
cs.CVcs.CLcs.LGarXiv:2402.00253v22024
From Errors to Proofs: Minimal-Core-Guided Repair for Neuro-Symbolic Constraint Solving
Dipankar Sarkar
cs.AIcs.CLcs.LGarXiv:2608.14771v12026
Almieyar-Oryx-BloomBench: A Bilingual Multimodal Benchmark for Cognitively Informed Evaluation of Vision-Language Models
Mohammad Mahdi Abootorabi, Omid Ghahroodi, Anas Madkoor +4
cs.CVcs.AIcs.CLarXiv:2606.05531v12026
Squeezing Capacity from Multimodal Large Language Models for Subject-driven Generation
Shuhong Zheng, Aashish Kumar Misraa, Yu-Teng Li +2
cs.CVcs.AIcs.GRarXiv:2605.26111v12026
Object-centric Auto-encoders and Dummy Anomalies for Abnormal Event Detection in Video
Radu Tudor Ionescu, Fahad Shahbaz Khan, Mariana-Iuliana Georgescu +1
cs.CVcs.LGarXiv:1812.04960v22018
Supervised learning based on temporal coding in spiking neural networks
Hesham Mostafa
cs.NEcs.LGarXiv:1606.08165v22016
Workspace-Bench 1.0: Benchmarking AI Agents on Workspace Tasks with Large-Scale File Dependencies
Zirui Tang, Xuanhe Zhou, Yumou Liu +19
cs.AIcs.CLcs.DBarXiv:2605.03596v42026
Bias and Fairness in Large Language Models: A Survey
Isabel O. Gallegos, Ryan A. Rossi, Joe Barrow +6
cs.CLcs.AIcs.CYarXiv:2309.00770v32023
Can Large Language Models Transform Computational Social Science?
Caleb Ziems, William Held, Omar Shaikh +3
cs.CLcs.LGarXiv:2305.03514v32023
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding
Pengchuan Zhang, Xiyang Dai, Jianwei Yang +4
cs.CVcs.AIcs.LGarXiv:2103.15358v22021
Are aligned neural networks adversarially aligned?
Nicholas Carlini, Milad Nasr, Christopher A. Choquette-Choo +8
cs.CLcs.AIcs.CRarXiv:2306.15447v22023
WebGPT: Browser-assisted question-answering with human feedback
Reiichiro Nakano, Jacob Hilton, Suchir Balaji +15
cs.CLcs.AIcs.LGarXiv:2112.09332v32021
Open Source Software for Efficient and Transparent Reviews
Rens van de Schoot, Jonathan de Bruin, Raoul Schram +14
cs.IRcs.LGarXiv:2006.12166v32020
Introduction to Multi-Armed Bandits
Aleksandrs Slivkins
cs.LGcs.AIcs.DSarXiv:1904.07272v82019
Snorkel: Rapid Training Data Creation with Weak Supervision
Alexander Ratner, Stephen H. Bach, Henry Ehrenberg +3
cs.LGstat.MLarXiv:1711.10160v12017
Adversarial Perturbations Against Deep Neural Networks for Malware Classification
Kathrin Grosse, Nicolas Papernot, Praveen Manoharan +2
cs.CRcs.LGcs.NEarXiv:1606.04435v22016
Visualizing Large-scale and High-dimensional Data
Jian Tang, Jingzhou Liu, Ming Zhang +1
cs.LGcs.HCarXiv:1602.00370v22016
LINE: Large-scale Information Network Embedding
Jian Tang, Meng Qu, Mingzhe Wang +3
cs.LGarXiv:1503.03578v12015
Unsupervised Domain Adaptation by Backpropagation
Yaroslav Ganin, Victor Lempitsky
stat.MLcs.LGcs.NEarXiv:1409.7495v22014
Collaborative Deep Learning for Recommender Systems
Hao Wang, Naiyan Wang, Dit-Yan Yeung
cs.LGcs.CLcs.IRarXiv:1409.2944v22014
Breaking the Curse of Horizon: Infinite-Horizon Off-Policy Estimation
Qiang Liu, Lihong Li, Ziyang Tang +1
cs.LGcs.AIeess.SYarXiv:1810.12429v12018
NoMaD: Goal Masked Diffusion Policies for Navigation and Exploration
Ajay Sridhar, Dhruv Shah, Catherine Glossop +1
cs.ROcs.CVcs.LGarXiv:2310.07896v12023
MLPerf Training Benchmark
Peter Mattson, Christine Cheng, Cody Coleman +34
cs.LGcs.PFstat.MLarXiv:1910.01500v32019
GRAND: Graph Neural Diffusion
Benjamin Paul Chamberlain, James Rowbottom, Maria Gorinova +3
cs.LGstat.MLarXiv:2106.10934v22021
FedHome: Cloud-Edge based Personalized Federated Learning for In-Home Health Monitoring
Qiong Wu, Xu Chen, Zhi Zhou +1
cs.NIcs.AIcs.DCarXiv:2012.07450v12020

Machine Learning

Certified Adversarial Robustness with Additive Noise

Critic Regularized Regression

Topology Adaptive Graph Convolutional Networks

Knowledge Graph Alignment Network with Gated Multi-hop Neighborhood Aggregation

MoFlow: An Invertible Flow Model for Generating Molecular Graphs

DynaBERT: Dynamic BERT with Adaptive Width and Depth

From Concept Drift to Model Degradation: An Overview on Performance-Aware Drift Detectors

Unsolved Problems in ML Safety

PhotoMaker: Customizing Realistic Human Photos via Stacked ID Embedding

The Emerging Trends of Multi-Label Learning

Generalizing Convolutional Neural Networks for Equivariance to Lie Groups on Arbitrary Continuous Data

When Is Noise Response Universal? Tokenization as the Hidden Variable in Language Models

Constraint-Aware Physics-Informed Neural Networks for Static Shape Estimation of Co-Manipulative Continuum Robots

FALCON: Honest-Majority Maliciously Secure Framework for Private Deep Learning

Classical and Hybrid Quantum Machine Learning for Trigger-Like Event Selection on CMS Open Data: An Eight-Qubit, PCA-Constrained Benchmark

Supervised and Unsupervised Speech Enhancement Using Nonnegative Matrix Factorization

Adaptive Gradient-Based Meta-Learning Methods

Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting

Beyond Capability Benchmarks: Learning Operational Fingerprints of LLM Cloud Services from Production Incident Metadata

Speech Resynthesis from Discrete Disentangled Self-Supervised Representations

mm-Pose: Real-Time Human Skeletal Posture Estimation using mmWave Radars and CNNs

StyleGAN-V: A Continuous Video Generator with the Price, Image Quality and Perks of StyleGAN2

Deep Bayesian Bandits Showdown: An Empirical Comparison of Bayesian Deep Networks for Thompson Sampling

Graph Wavelet Neural Network

A Stable Multi-Scale Kernel for Topological Machine Learning

Improving Deep Learning using Generic Data Augmentation

Universal Function Approximation by Deep Neural Nets with Bounded Width and ReLU Activations

Cross-simulator transfer with foundation model summaries: Towards robust SKA-era reionization inference

Toward Equitable Low-Carbon Mobility: Fairness-Aware Demand Prediction for Expanding Bike-Sharing Systems

Gradient Descent with Early Stopping is Provably Robust to Label Noise for Overparameterized Neural Networks

Rank consistent ordinal regression for neural networks with application to age estimation

Solving a Class of Non-Convex Min-Max Games Using Iterative First Order Methods

Shake-Shake regularization

GECToR -- Grammatical Error Correction: Tag, Not Rewrite

Dense Extreme Inception Network: Towards a Robust CNN Model for Edge Detection

A Survey on Hallucination in Large Vision-Language Models

From Errors to Proofs: Minimal-Core-Guided Repair for Neuro-Symbolic Constraint Solving

Almieyar-Oryx-BloomBench: A Bilingual Multimodal Benchmark for Cognitively Informed Evaluation of Vision-Language Models

Squeezing Capacity from Multimodal Large Language Models for Subject-driven Generation

Object-centric Auto-encoders and Dummy Anomalies for Abnormal Event Detection in Video

Supervised learning based on temporal coding in spiking neural networks

Workspace-Bench 1.0: Benchmarking AI Agents on Workspace Tasks with Large-Scale File Dependencies

Bias and Fairness in Large Language Models: A Survey

Can Large Language Models Transform Computational Social Science?

Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding

Are aligned neural networks adversarially aligned?

WebGPT: Browser-assisted question-answering with human feedback

Open Source Software for Efficient and Transparent Reviews

Introduction to Multi-Armed Bandits

Snorkel: Rapid Training Data Creation with Weak Supervision

Adversarial Perturbations Against Deep Neural Networks for Malware Classification

Visualizing Large-scale and High-dimensional Data

LINE: Large-scale Information Network Embedding

Unsupervised Domain Adaptation by Backpropagation

Collaborative Deep Learning for Recommender Systems

Breaking the Curse of Horizon: Infinite-Horizon Off-Policy Estimation

NoMaD: Goal Masked Diffusion Policies for Navigation and Exploration

MLPerf Training Benchmark

GRAND: Graph Neural Diffusion

FedHome: Cloud-Edge based Personalized Federated Learning for In-Home Health Monitoring