Cover Image

A Principled Framework for Multi-View Contrastive Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Koromilas, Panagiotis, Georgiou, Efthymios, Bouritsas, Giorgos, Giannakopoulos, Theodoros, Nicolaou, Mihalis A., Panagakis, Yannis
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Bridging Mini-Batch and Asymptotic Analysis in Contrastive Learning: From InfoNCE to Kernel-Based Losses
by: Koromilas, Panagiotis, et al.
Published: (2024)

Neural Collapse by Design: Learning Class Prototypes on the Hypersphere
by: Koromilas, Panagiotis, et al.
Published: (2026)

Enabling Local Editing in Diffusion Models by Joint and Individual Component Analysis
by: Kouzelis, Theodoros, et al.
Published: (2024)

Environment-Aware Satellite Image Generation with Diffusion Models
by: Kostagiolas, Nikos, et al.
Published: (2025)

PolySAE: Modeling Feature Interactions in Sparse Autoencoders via Polynomial Decoding
by: Koromilas, Panagiotis, et al.
Published: (2026)

Multilinear Mixture of Experts: Scalable Expert Specialization through Factorization
by: Oldfield, James, et al.
Published: (2024)

fmxcoders: Factorized Masked Crosscoders for Cross-Layer Feature Discovery
by: Demou, Andreas D., et al.
Published: (2026)

Metanetworks as Regulatory Operators: Learning to Edit for Requirement Compliance
by: Kalogeropoulos, Ioannis, et al.
Published: (2025)

Scale Equivariant Graph Metanetworks
by: Kalogeropoulos, Ioannis, et al.
Published: (2024)

Benchmarking Counterfactual Image Generation
by: Melistas, Thomas, et al.
Published: (2024)

Audio-visual video-to-speech synthesis with synthesized input audio
by: Kefalas, Triantafyllos, et al.
Published: (2023)

Large-scale unsupervised audio pre-training for video-to-speech synthesis
by: Kefalas, Triantafyllos, et al.
Published: (2023)

Label Propagation for Zero-shot Classification with Vision-Language Models
by: Stojnić, Vladan, et al.
Published: (2024)

Exposing Hidden Biases in Text-to-Image Models via Automated Prompt Search
by: Plitsis, Manos, et al.
Published: (2025)

LPOSS: Label Propagation Over Patches and Pixels for Open-vocabulary Semantic Segmentation
by: Stojnić, Vladan, et al.
Published: (2025)

DWCL: Dual-Weighted Contrastive Learning for Multi-View Clustering
by: Yuan, Hanning, et al.
Published: (2024)

Partial Multi-View Clustering via Meta-Learning and Contrastive Feature Alignment
by: Chen, BoHao
Published: (2024)

REGLUE Your Latents with Global and Local Semantics for Entangled Diffusion
by: Petsangourakis, Giorgos, et al.
Published: (2025)

MoEGCL: Mixture of Ego-Graphs Contrastive Representation Learning for Multi-View Clustering
by: Zhu, Jian, et al.
Published: (2025)

Enhancing Semi-Supervised Multi-View Graph Convolutional Networks via Supervised Contrastive Learning and Self-Training
by: Xiao, Huaiyuan, et al.
Published: (2025)

Global-Graph Guided and Local-Graph Weighted Contrastive Learning for Unified Clustering on Incomplete and Noise Multi-View Data
by: He, Hongqing, et al.
Published: (2025)

ETSCL: An Evidence Theory-Based Supervised Contrastive Learning Framework for Multi-modal Glaucoma Grading
by: Yang, Zhiyuan, et al.
Published: (2024)

Outlier-Robust Training of Machine Learning Models
by: Talak, Rajat, et al.
Published: (2024)

Disjoint Contrastive Regression Learning for Multi-Sourced Annotations
by: Ruan, Xiaoqian, et al.
Published: (2021)

Spectral-Spatial Contrastive Learning Framework for Regression on Hyperspectral Data
by: Dhaini, Mohamad, et al.
Published: (2026)

Assessing Visual Privacy Risks in Multimodal AI: A Novel Taxonomy-Grounded Evaluation of Vision-Language Models
by: Tsaprazlis, Efthymios, et al.
Published: (2025)

A Contrastive Learning Framework Empowered by Attention-based Feature Adaptation for Street-View Image Classification
by: You, Qi, et al.
Published: (2026)

GC-MVSNet: Multi-View, Multi-Scale, Geometrically-Consistent Multi-View Stereo
by: Vats, Vibhas K., et al.
Published: (2023)

ProbMCL: Simple Probabilistic Contrastive Learning for Multi-label Visual Classification
by: Sajedi, Ahmad, et al.
Published: (2024)

Improving Medical Multi-modal Contrastive Learning with Expert Annotations
by: Kumar, Yogesh, et al.
Published: (2024)

Phase-Consistent Magnetic Spectral Learning for Multi-View Clustering
by: Lu, Mingdong, et al.
Published: (2026)

A Theoretical Framework for Preventing Class Collapse in Supervised Contrastive Learning
by: Lee, Chungpa, et al.
Published: (2025)

Multi-View and Multi-Scale Alignment for Contrastive Language-Image Pre-training in Mammography
by: Du, Yuexi, et al.
Published: (2024)

Poly-View Contrastive Learning
by: Shidani, Amitis, et al.
Published: (2024)

Uncertainty-Aware Global-View Reconstruction for Multi-View Multi-Label Feature Selection
by: Hao, Pingting, et al.
Published: (2025)

Prototype-Enhanced Multi-View Learning for Thyroid Nodule Ultrasound Classification
by: Chen, Yangmei, et al.
Published: (2026)

Self-Supervised Discriminative Feature Learning for Deep Multi-View Clustering
by: Xu, Jie, et al.
Published: (2021)

SMART: Semantic Matching Contrastive Learning for Partially View-Aligned Clustering
by: Peng, Liang, et al.
Published: (2025)

What Linear Probes Miss: Multi-View Probing for Weight-Space Learning
by: Heo, Eunwoo, et al.
Published: (2026)

Multi-View Incremental Learning with Structured Hebbian Plasticity for Enhanced Fusion Efficiency
by: Chen, Yuhong, et al.
Published: (2024)