Consistency Regularization

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5 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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WhiteCon: Semi-Supervised Domain Adaptation Regression Through Whitening Transform and Dual Consistency
Sep 28, 2026Se Jin Sim, Seoung Bum KimDomain Adaptation Semi-Supervised Learning
School of Industrial and Management Engineering Korea University, Seoul, Republic of Korea
Robust Adversarial Reinforcement Learning with Risk Sensitivity and Critic Consistency Regularization
Sep 23, 2026Jiaxi Wu, Tiantian Zhang, Yuxing Wang +2Reinforcement Learning Risk-Sensitive RL
Shenzhen International Graduate School, Tsinghua University Shenzhen, China
ICM: Intra-class Mixing for Domain Adaptation in Adverse Weather
Sep 23, 2026Boying Li, Chang Liu, Britta Ayano Wilde +4Unsupervised Domain Adaptation Domain Adaptation
Multi-Appliance Non-Intrusive Load Monitoring via Label-Preserving Aggregate Recomposition and Prediction Consistency
Sep 16, 2026Jiangfeng Liu, Yanfang FanNon-Intrusive Load Monitoring Data Augmentation
School of Electrical Engineering, Xinjiang University, Urumqi, Xinjiang 830047, China
MC-DeTra: Motion-Consistent Joint Object Detection and Socially-Aware Trajectory Forecasting in Bird's-Eye-View Images
Sep 11, 2026Vladislav Diuzhev, Dmitry YudinMulti-Agent Trajectory Prediction Autonomous Driving
Moscow Institute of Physics and Technology, Moscow, Russia · Artificial Intelligence Research Institute, Moscow, Russia
SAUF-Net: Structure--Appearance Representation Learning with Uncertainty Feedback for Semi-Supervised Medical Image Segmentation
Sep 2, 2026Qin Lu, Zheyang Jing, Yujie Yang +3Semi-Supervised Medical Image Segmentation Consistency Regularization
Nanchang Hangkong University, Nanchang, China
Cycle-Consistent and Uncertainty-Aware Neural Surrogates for Tokamak Edge Plasmas
Jul 23, 2026Abdourahmane Diaw, Sebastian De Pascuale, Jae-Sun Park +3Neural Surrogate Modeling PDE Surrogate Modeling
Fusion Energy Division, Oak Ridge National Laboratory, Oak Ridge, TN 37932, USA · DIFFER - Dutch Institute for Fundamental Energy Research, De Zaale 20, 5612 AJ Eindhoven, the Netherlands
Multi-Horizon Consistency as Geometry: When Latent Dynamics Contract, and When They Do Not
Jul 21, 2026Kavya Bhand, Aadi JoshiLatent Dynamics Modeling Latent World Models
Department of Computer Engineering Vishwakarma Institute of Technology, Pune, India
C $^{2}$ R: Cross-sample Consistency Regularization Mitigates Feature Splitting and Absorption in Sparse Autoencoders
Jun 29, 2026Haoran Jin, Xiting Wang, Shijie Ren +2LLM Interpretability Representation Disentanglement
University of Science and Technology of China · State Key Laboratory of Cognitive Intelligence · Gaoling School of Artificial Intelligence, Renmin University of China
Dual Agreement Consistency Learning for Semi-Supervised Fetal Ultrasound Segmentation
Jun 24, 2026Fangyijie Wang, Guénolé Silvestre, Ziyang Wang +1Ultrasound Image Segmentation Semi-Supervised Medical Image Segmentation
Research Ireland Centre for Research Training in Machine Learning · School of Medicine, University College Dublin, Dublin, Ireland · School of Computer Science, University College Dublin, Dublin, Ireland +1
Triangular Consistency as a Universal Constraint for Learning Optical Flow
Jun 18, 2026Yi Xiao, Carlos Rodriguez Coronel, Jing Zhan +3Optical Flow Consistency Regularization
Louisiana State University, Baton Rouge, LA 70803, USA · University of California, Los Angeles, Los Angeles, CA 90025, USA · Yale University, New Haven, CT 06520, USA
When Context Returns: Toward Robust Internalization in On-Policy Distillation
Jun 10, 2026Xun Wang, Ruishuo Chen, Zhuoran Li +2On-Policy Distillation Context Distillation
1IIIS, Tsinghua University
Constrained Paraphrase Consistency for LLM Hallucination Detection
Jun 6, 2026Shanshan Lin, Dongsheng Hong, Sibo Ju +3LLM Reliability LLM Hallucination Detection
1Fuzhou University · 2Harbin Institute of Technology (Shenzhen) · 3Beijing University of Posts and Telecommunications
Constraint-Aware Optimization for Robust Protein Stability Prediction
Jun 6, 2026A Shivram, Aneesh S. Chivukula, Manik Gupta +1OOD Generalization Protein Language Models
Department of Computer Science and Information Systems, Birla Institute of Technology and Science Pilani, Hyderabad Campus, Hyderabad, 500078, Telangana, India · Department of Biological Sciences, Birla Institute of Technology and Science Pilani, Hyderabad Campus, Hyderabad, 500078, Telangana, India
Two-Way Is Better Than One: Bidirectional Alignment with Cycle Consistency for Exemplar-Free Class-Incremental Learning
Jun 4, 2026Hongye Xu, Bartosz KrawczykClass-Incremental Learning Prototype-Based Classification
Chester F. Carlson Center for Imaging Science · Rochester Institute of Technology
Consistency Training Can Entrench Misalignment
Jun 2, 2026David Demitri Africa, Arathi ManiLLM Safety Alignment Emergent Misalignment
1UK AI Security Institute
Consistency Training while Mitigating Obfuscation via Rate Matching
Jun 1, 2026Sohaib Imran, Prakhar Gupta, Jannes Elstner +1LLM Sycophancy Language Model Robustness
Independent · University of Michigan · UK AI Security Institute
Hierarchical Consistency Learning for Test-time Adaptation in Camouflage Perception
May 25, 2026Mingfeng Zha, Tianyu Li, Guoqing Wang +5Test-Time Adaptation Consistency Regularization
Center for Future Media and School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu 611731, China · School of Computer Science and Technology, Tongji University, Shanghai 201804, China · Peng Cheng Laboratory, Shenzhen 518066, China
RoVLA: Multi-Consistency Constraints for Robust Vision-Language-Action Models
May 19, 2026Jingzhou Luo, Yifan Wen, Yongjie Bai +3VLM Robustness Language-Conditioned Robot Manipulation
Sun Yat-sen University, China · Peng Cheng Laboratory · Guangdong Key Laboratory of Big Data Analysis and Processing +1
Reducing cross-sample prediction churn in scientific machine learning
May 13, 2026Gordan Prastalo, Kevin Maik JablonkaEnsemble Learning Classification
Helmholtz-Zentrum Berlin für Materialien und Energie GmbH, Hahn-Meitner-Platz 1, 14109 Berlin, Germany · HIPOLE Jena (Helmholtz Institute for Polymers in Energy Applications Jena), Lessingstrasse 12–14, 077432026 Jena, Germany · Laboratory of Organic and Macromolecular Chemistry (IOMC), Friedrich Schiller University Jena, Humboldtstrasse 10, 07743 Jena, Germany +2
PairDropGS: Paired Dropout-Induced Consistency Regularization for Sparse-View Gaussian Splatting
May 12, 2026Hantang Li, Qiang Zhu, Xiandong Meng +33D Gaussian Splatting Sparse-View 3D Reconstruction
School of Computer Science, Harbin Institute of Technology, Shenzhen, China · Pengcheng Laboratory, Shenzhen, China · Smart Coding Institute, Pengcheng Laboratory, Shenzhen, China +1
Martingale-Consistent Self-Supervised Learning
May 12, 2026Moritz Gögl, Hanwen Xing, Christopher YauSelf-Supervised Learning Self-Supervised Time Series Representation Learning
University of Oxford · Health Data Research UK
Recovering Physical Dynamics from Discrete Observations via Intrinsic Differential Consistency
May 8, 2026Yuxiang Luo, Andrew PerraultNeural PDE Solvers System Identification
Department of Computer Science and Engineering The Ohio State University
Dynamic Distillation and Gradient Consistency for Robust Long-Tailed Incremental Learning
May 5, 2026Taigo Sakai, Kazuhiro HottaClass-Incremental Learning Long-Tail Learning
Meijo University, 1-501 Shiogamaguchi, Tempaku-ku, Nagoya 468-8502, Japan
Reducing the Offline-Streaming Gap for Unified ASR Transducer with Consistency Regularization
Apr 21, 2026Andrei Andrusenko, Vladimir Bataev, Lilit Grigoryan +3Streaming ASR Automatic Speech Recognition
NVIDIA, Armenia · NVIDIA, USA
Theoretical Analysis of Measure Consistency Regularization for Partially Observed Data
Feb 1, 2026Yinsong Wang, Shahin ShahrampourNeural Network Generalization Learning with Missing Data
University of Nevada Reno, Reno, NV 89557 USA · Department of Mechanical and Industrial Engineering at Northeastern University, Boston, MA 02115 USA
Flip-Flop Consistency: Unsupervised Training for Robustness to Prompt Perturbations in LLMs
Oct 16, 2025Parsa Hejabi, Elnaz Rahmati, Alireza S. Ziabari +1Unsupervised Learning Language Model Robustness
University of Southern California
Graph Your Own Prompt
Sep 27, 2025Xi Ding, Lei Wang, Piotr Koniusz +1Representation Learning Consistency Regularization
Griffith University · Australian National University · Data61/CSIRO +1

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WhiteCon: Semi-Supervised Domain Adaptation Regression Through Whitening Transform and Dual Consistency

Se Jin Sim, Seoung Bum Kim

School of Industrial and Management Engineering Korea University, Seoul, Republic of Korea

Domain Adaptation Semi-Supervised Learning Consistency Regularization

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Domain adaptation is crucial for addressing distributional shifts that degrade model performance across domains. While most existing research has centered on classification, semi-supervised domain adaptation regression (SSDAR) for continuous-output tasks remains largely unexplored, particularly in practical scenarios with limited labeled target data. To address this gap, we propose semi-supervised domain adaptation regression through whitening transform and dual consistency (WhiteCon), which combines domain-specific whitening transform (DWT) and dual consistency regularization to enhance training stability and domain adaptation. DWT reduces the variance of the model parameters by transforming the feature covariance matrix into an identity matrix, thus stabilizing training under ordinary least squares assumptions. In addition, variance consistency regularization, as part of dual consistency regularization, aligns the variances of weak, strong, and mixup-augmented features to improve resilience against augmentation-induced perturbations. Empirical evaluations on various benchmark datasets under SSDAR settings demonstrate that the proposed WhiteCon achieves state-of-the-art performance compared to existing methods, effectively addressing domain shifts in regression tasks. The code for WhiteCon is available at https://github.com/sejin-sim/WhiteCon.

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