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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31,321 to 31,380 of 32,951

A Comprehensive Survey of Direct Preference Optimization: Datasets, Theories, Variants, and Applications
Wenyi Xiao, Zechuan Wang, Leilei Gan +9
cs.AIcs.CLcs.LGarXiv:2410.15595v42024
ScholarEval: Research Idea Evaluation Grounded in Literature
Hanane Nour Moussa, Patrick Queiroz Da Silva, Daniel Adu-Ampratwum +7
cs.AIcs.CLcs.LGarXiv:2510.16234v22025
CodeBPE: Investigating Subtokenization Options for Large Language Model Pretraining on Source Code
Nadezhda Chirkova, Sergey Troshin
cs.LGcs.CLcs.SEarXiv:2308.00683v12023
An Exploratory Ablation of a Small MLA--SSM Hybrid Language Model
Christos Koutsiaris
cs.CLcs.AIcs.IRarXiv:2609.29618v12026
RAMP: Robust Adaptive Mixed-Precision Quantization for Edge CPU Vision Models
David Población-Criado, Dario Garcia-Gasulla, Eduardo Quinones
cs.CVcs.LGcs.PFarXiv:2609.28262v12026
Structured Prompting and Feedback-Guided Reasoning with LLMs for Data Interpretation
Amit Rath
cs.AIcs.CLcs.LGarXiv:2505.01636v12025
Physics-Informed Self-Supervised Learning for Joint Wire Calibration and Interaction Position Reconstruction in Multi-Wire Parallel Plate Avalanche Counters
Antoine Lemasson, Maurycy Rejmund
cs.LGnucl-exphysics.ins-detarXiv:2609.28604v12026
ObjectReact: Learning Object-Relative Control for Visual Navigation
Sourav Garg, Dustin Craggs, Vineeth Bhat +5
cs.ROcs.AIcs.CVarXiv:2509.09594v12025
Advancing Speech Understanding in Speech-Aware Language Models with GRPO
Avishai Elmakies, Hagai Aronowitz, Nimrod Shabtay +3
cs.CLcs.AIcs.LGarXiv:2509.16990v12025
Strategic Dishonesty Can Undermine AI Safety Evaluations of Frontier LLMs
Alexander Panfilov, Evgenii Kortukov, Kristina Nikolić +6
cs.LGcs.AIcs.CRarXiv:2509.18058v22025
Attention Based Fully Convolutional Network for Speech Emotion Recognition
Yuanyuan Zhang, Jun Du, Zirui Wang +1
cs.SDcs.LGeess.ASarXiv:1806.01506v22018
Growth-Inspired Graph Generation and Inverse Design of Mechanical Lattices via Dot Matrices Database Augmentation and GCNN
Weiyun Xu, Jiamu Liu
cs.LGcond-mat.mtrl-sciphysics.app-pharXiv:2609.29024v12026
DeepSUM: Deep neural network for Super-resolution of Unregistered Multitemporal images
Andrea Bordone Molini, Diego Valsesia, Giulia Fracastoro +1
eess.IVcs.LGarXiv:1907.06490v22019
GEM: A Gym for Agentic LLMs
Zichen Liu, Anya Sims, Keyu Duan +16
cs.LGcs.AIcs.CLarXiv:2510.01051v22025
To Trust or Not to Trust: Retrieval-Augmented Fact Checking in Speech
Debajyoti Mazumder, Mamta, Abhirama Subramanyam Penamakuri
cs.LGcs.AIcs.CLarXiv:2609.30227v12026
Reasonable Scale Machine Learning with Open-Source Metaflow
Jacopo Tagliabue, Hugo Bowne-Anderson, Ville Tuulos +3
cs.LGcs.DCcs.SEarXiv:2303.11761v12023
HClimRep-Ocean: A Global Ocean Emulator on an Unstructured Mesh
Kacper Nowak, Aleksei Koldunov, Nikolay Koldunov +7
physics.ao-phcs.LGarXiv:2609.28601v12026
FRAGE: Frequency-Agnostic Word Representation
Chengyue Gong, Di He, Xu Tan +3
cs.CLcs.LGstat.MLarXiv:1809.06858v22018
PowerInfer-2: Fast Large Language Model Inference on a Smartphone
Zhenliang Xue, Yixin Song, Zeyu Mi +3
cs.LGarXiv:2406.06282v32024
When Fancy Eviction Fails: Rethinking Cache Replacement For LLM Prefix Reuse
Yiyu Liu, Minlan Yu, Juncheng Yang
cs.DCcs.LGarXiv:2609.28870v12026
The Omniglot challenge: a 3-year progress report
Brenden M. Lake, Ruslan Salakhutdinov, Joshua B. Tenenbaum
cs.AIcs.CVcs.LGarXiv:1902.03477v22019
WeatherDiagFlow: Evidence-Grounded Radar Nowcasting with Diagnostic Flow Refinement
Chunlei Shi, Yufeng Zhu, Yixiao Liang +4
cs.LGcs.MMarXiv:2609.29772v12026
CrossSafe: Towards Cross-Embodiment Latent Safety Filters
Ihab Tabbara, Yuxuan Yang, Hussein Sibai
cs.ROcs.AIcs.LGarXiv:2609.28984v12026
CommonForms: A Large, Diverse Dataset for Form Field Detection
Joe Barrow
cs.CVcs.LGarXiv:2509.16506v12025
ASIRF: An Agentic Framework for Context-Dependent Sensitive Information Redaction
Sudha Priyadarshini, Mohamed Chahine Ghanem
cs.AIcs.IRcs.LGarXiv:2609.29191v12026
SoLiD26: A First Principles Solid-Liquid Interface Dataset for Machine-learned Interatomic Potentials
Jonas Busk, Emil J. P. Frost, Yogeshwaran Krishnan +7
cond-mat.mtrl-scics.LGphysics.chem-pharXiv:2609.28013v12026
Fed-Equilibrium Framework for Topological Pareto Control in Robust and Fair Clinical Federated Learning
Ting Xu, Henry Leung
cs.LGcs.DCarXiv:2609.11937v12026
Intel nGraph: An Intermediate Representation, Compiler, and Executor for Deep Learning
Scott Cyphers, Arjun K. Bansal, Anahita Bhiwandiwalla +18
cs.DCcs.LGarXiv:1801.08058v22018
CodeUltraFeedback: An LLM-as-a-Judge Dataset for Aligning Large Language Models to Coding Preferences
Martin Weyssow, Aton Kamanda, Xin Zhou +1
cs.SEcs.CLcs.LGarXiv:2403.09032v32024
The Mechanics of Delta Learning: Target Design for Generalizable Scientific Machine Learning
Kareem M. Gameel, Ihor Neporozhnii, Sjoerd Hoogland +1
cs.LGphysics.chem-phphysics.comp-pharXiv:2609.28782v12026
VeriCoder: Enhancing LLM-Based RTL Code Generation through Functional Correctness Validation
Anjiang Wei, Huanmi Tan, Tarun Suresh +5
cs.ARcs.AIcs.CLarXiv:2504.15659v22025
Edge AI on Constrained Devices for Binary Sleep-Wake Classification in Dynamic Environments
Stefan Reitmann, Lena Oden
cs.LGarXiv:2609.29163v12026
Automatic Assessment of Alzheimer's Disease Diagnosis Based on Deep Learning Techniques
Alejandro Puente-Castro, Enrique Fernandez-Blanco, Alejandro Pazos +1
cs.LGarXiv:2105.08446v12021
Where is your place, Visual Place Recognition?
Sourav Garg, Tobias Fischer, Michael Milford
cs.ROcs.AIcs.CVarXiv:2103.06443v22021
Where Hallucinations Live: A Cross-Architecture Circuit in VQ-Tokenized Vision-Language Models
Shamanthak Hegde, Xiangrui Liu, Maitreya Patel +1
cs.CVcs.LGarXiv:2609.29048v12026
CausalML: Python Package for Causal Machine Learning
Huigang Chen, Totte Harinen, Jeong-Yoon Lee +2
cs.CYcs.LGstat.COarXiv:2002.11631v22020
Preprocessing Reward Functions for Interpretability
Erik Jenner, Adam Gleave
cs.LGarXiv:2203.13553v12022
FlashLoop: Fast and Memory-Efficient Looped Transformers via Lazy Updates
Wanqi Yang, Shiwei Liu
cs.LGarXiv:2609.29812v12026
Not All 4-bit Quantizers Are Equal: Deployment-Time Mitigation of PII Leakage in Fine-Tuned Small Language Models
Cristhian Kapelinski, Diego Kreutz
cs.CRcs.AIcs.LGarXiv:2609.25014v12026
Safety-Flag: A Unified Benchmark for the Reliability and Calibration of LLM Content Moderators
Yibo Hu
cs.CLcs.CYcs.LGarXiv:2609.19072v12026
HelpSteer: Multi-attribute Helpfulness Dataset for SteerLM
Zhilin Wang, Yi Dong, Jiaqi Zeng +8
cs.CLcs.AIcs.LGarXiv:2311.09528v12023
Improving the Generalization of Adversarial Training with Domain Adaptation
Chuanbiao Song, Kun He, Liwei Wang +1
cs.LGcs.CVstat.MLarXiv:1810.00740v72018
Automated machine learning: AI-driven decision making in business analytics
Marc Schmitt
cs.LGcs.AIcs.CEarXiv:2205.10538v22022
Target-Guided Open-Domain Conversation
Jianheng Tang, Tiancheng Zhao, Chenyan Xiong +3
cs.CLcs.AIcs.LGarXiv:1905.11553v22019
"What's That Sound?": A Versatile, Robust, and Lightweight Convolutional Transformer for Environment Sound Recognition
Julia Huang
cs.SDcs.LGarXiv:2609.27762v12026
SegBench-GC: Testing Segmentation Invariance in Multi-Step Offline Goal-Conditioned Reinforcement Learning
Musa Shams
cs.LGarXiv:2608.27678v12026
LongVideoAgent: Multi-Agent Reasoning with Long Videos
Runtao Liu, Ziyi Liu, Jiaqi Tang +4
cs.AIcs.CVcs.LGarXiv:2512.20618v12025
Multimodal Deep Generative Models for Trajectory Prediction: A Conditional Variational Autoencoder Approach
Boris Ivanovic, Karen Leung, Edward Schmerling +1
cs.ROcs.HCcs.LGarXiv:2008.03880v22020
Feature Importance in Gradient Boosting Trees with Cross-Validation Feature Selection
Afek Ilay Adler, Amichai Painsky
cs.LGstat.MLarXiv:2109.05468v12021
Noise-Induced Predictability Redistribution Across Forecast Horizons of Extreme Events in Chaotic Dynamics
Andrei Velichko, Viet-Thanh Pham
nlin.CDcs.LGphysics.data-anarXiv:2609.27877v12026
Evaluation Choices Decide the Forecasting Leaderboard: Evidence from a Production Marketplace Panel
Md Rezwanul Islam, Wael Mohammed
cs.LGstat.APstat.MEarXiv:2609.27867v12026
Introduction to AI Safety, Ethics, and Society
Dan Hendrycks
cs.LGcs.AIcs.CYarXiv:2411.01042v22024
A Survey: Collaborative Hardware and Software Design in the Era of Large Language Models
Cong Guo, Feng Cheng, Zhixu Du +21
cs.ARcs.AIcs.LGarXiv:2410.07265v12024
Neural Architecture Search: A Survey
Thomas Elsken, Jan Hendrik Metzen, Frank Hutter
stat.MLcs.LGcs.NEarXiv:1808.05377v32018
Personas as a Way to Model Truthfulness in Language Models
Nitish Joshi, Javier Rando, Abulhair Saparov +2
cs.CLcs.AIcs.LGarXiv:2310.18168v52023
Mementos: A Comprehensive Benchmark for Multimodal Large Language Model Reasoning over Image Sequences
Xiyao Wang, Yuhang Zhou, Xiaoyu Liu +9
cs.CVcs.AIcs.CLarXiv:2401.10529v22024
Investigating task-specific prompts and sparse autoencoders for activation monitoring
Henk Tillman, Dan Mossing
cs.LGarXiv:2504.20271v12025
Integration of Large Language Models and Federated Learning
Chaochao Chen, Xiaohua Feng, Yuyuan Li +4
cs.LGcs.AIcs.CLarXiv:2307.08925v32023
An Exploratory Replica-Overlap Probe of the Grokking Transition
A. C. Opus, J. Q. Lu
cs.LGcond-mat.dis-nncs.AIarXiv:2609.25634v12026
Time Series Clustering via Community Detection in Networks
Leonardo N. Ferreira, Liang Zhao
stat.MLcs.LGcs.SIarXiv:1508.04757v12015

Machine Learning

A Comprehensive Survey of Direct Preference Optimization: Datasets, Theories, Variants, and Applications

ScholarEval: Research Idea Evaluation Grounded in Literature

CodeBPE: Investigating Subtokenization Options for Large Language Model Pretraining on Source Code

An Exploratory Ablation of a Small MLA--SSM Hybrid Language Model

RAMP: Robust Adaptive Mixed-Precision Quantization for Edge CPU Vision Models

Structured Prompting and Feedback-Guided Reasoning with LLMs for Data Interpretation

Physics-Informed Self-Supervised Learning for Joint Wire Calibration and Interaction Position Reconstruction in Multi-Wire Parallel Plate Avalanche Counters

ObjectReact: Learning Object-Relative Control for Visual Navigation

Advancing Speech Understanding in Speech-Aware Language Models with GRPO

Strategic Dishonesty Can Undermine AI Safety Evaluations of Frontier LLMs

Attention Based Fully Convolutional Network for Speech Emotion Recognition

Growth-Inspired Graph Generation and Inverse Design of Mechanical Lattices via Dot Matrices Database Augmentation and GCNN

DeepSUM: Deep neural network for Super-resolution of Unregistered Multitemporal images

GEM: A Gym for Agentic LLMs

To Trust or Not to Trust: Retrieval-Augmented Fact Checking in Speech

Reasonable Scale Machine Learning with Open-Source Metaflow

HClimRep-Ocean: A Global Ocean Emulator on an Unstructured Mesh

FRAGE: Frequency-Agnostic Word Representation

PowerInfer-2: Fast Large Language Model Inference on a Smartphone

When Fancy Eviction Fails: Rethinking Cache Replacement For LLM Prefix Reuse

The Omniglot challenge: a 3-year progress report

WeatherDiagFlow: Evidence-Grounded Radar Nowcasting with Diagnostic Flow Refinement

CrossSafe: Towards Cross-Embodiment Latent Safety Filters

CommonForms: A Large, Diverse Dataset for Form Field Detection

ASIRF: An Agentic Framework for Context-Dependent Sensitive Information Redaction

SoLiD26: A First Principles Solid-Liquid Interface Dataset for Machine-learned Interatomic Potentials

Fed-Equilibrium Framework for Topological Pareto Control in Robust and Fair Clinical Federated Learning

Intel nGraph: An Intermediate Representation, Compiler, and Executor for Deep Learning

CodeUltraFeedback: An LLM-as-a-Judge Dataset for Aligning Large Language Models to Coding Preferences

The Mechanics of Delta Learning: Target Design for Generalizable Scientific Machine Learning

VeriCoder: Enhancing LLM-Based RTL Code Generation through Functional Correctness Validation

Edge AI on Constrained Devices for Binary Sleep-Wake Classification in Dynamic Environments

Automatic Assessment of Alzheimer's Disease Diagnosis Based on Deep Learning Techniques

Where is your place, Visual Place Recognition?

Where Hallucinations Live: A Cross-Architecture Circuit in VQ-Tokenized Vision-Language Models

CausalML: Python Package for Causal Machine Learning

Preprocessing Reward Functions for Interpretability

FlashLoop: Fast and Memory-Efficient Looped Transformers via Lazy Updates

Not All 4-bit Quantizers Are Equal: Deployment-Time Mitigation of PII Leakage in Fine-Tuned Small Language Models

Safety-Flag: A Unified Benchmark for the Reliability and Calibration of LLM Content Moderators

HelpSteer: Multi-attribute Helpfulness Dataset for SteerLM

Improving the Generalization of Adversarial Training with Domain Adaptation

Automated machine learning: AI-driven decision making in business analytics

Target-Guided Open-Domain Conversation

"What's That Sound?": A Versatile, Robust, and Lightweight Convolutional Transformer for Environment Sound Recognition

SegBench-GC: Testing Segmentation Invariance in Multi-Step Offline Goal-Conditioned Reinforcement Learning

LongVideoAgent: Multi-Agent Reasoning with Long Videos

Multimodal Deep Generative Models for Trajectory Prediction: A Conditional Variational Autoencoder Approach

Feature Importance in Gradient Boosting Trees with Cross-Validation Feature Selection

Noise-Induced Predictability Redistribution Across Forecast Horizons of Extreme Events in Chaotic Dynamics

Evaluation Choices Decide the Forecasting Leaderboard: Evidence from a Production Marketplace Panel

Introduction to AI Safety, Ethics, and Society

A Survey: Collaborative Hardware and Software Design in the Era of Large Language Models

Neural Architecture Search: A Survey

Personas as a Way to Model Truthfulness in Language Models

Mementos: A Comprehensive Benchmark for Multimodal Large Language Model Reasoning over Image Sequences

Investigating task-specific prompts and sparse autoencoders for activation monitoring

Integration of Large Language Models and Federated Learning

An Exploratory Replica-Overlap Probe of the Grokking Transition

Time Series Clustering via Community Detection in Networks