| Multimodal Continuous Reasoning via Asymmetric Mutual Variational Learning | Vision & multimodal | Shijie Li +9 | Jul 1, 2026 | 27 |
| Geometric Stability of Neural Population Codes: Regional Variation, Behavioral Relevance, and Circuit Dependence | Vision & multimodal | Prashant C. Raju | Jun 28, 2026 | 4 |
| PAST-TIDE: Prototype-Anchored Statement Tuning with Topic-Invariant Normalization for Stance Detection | Vision & multimodal | Md. Shakhoyat Rahman Shujon +4 | Jul 6, 2026 | 1 |
| Benchmarking Inductive Biases for Multivariate Time-Series Anomaly Detection with a Robust Multi-View Channel-Graph Detector | Vision & multimodal | Junhao Wei +11 | May 27, 2026 | — |
| Disentangling Adversarial Prompts: A Semantic-Graph Defense for Robust LLM Security | Vision & multimodal | Xiang Fang +1 | May 27, 2026 | — |
| Mahalanobis PatchCore: Covariance-Aware and Streaming-Compatible Industrial Anomaly Detection | Vision & multimodal | Niccolò Ferrari +2 | May 26, 2026 | — |
| Structure over Pixels: Learning Variable-Length Visual Programs | Vision & multimodal | Piotr Wyrwiński +2 | May 26, 2026 | — |
| How the Optimizer Shapes Learned Solutions in Equivariant Neural Networks | Vision & multimodal | Teodor-Mihai Stupariu +1 | May 26, 2026 | — |
| Federated Learning for Multivariate Time Series Anomaly Detection in Industrial Automation | Vision & multimodal | Khayyam Nosrati +4 | May 26, 2026 | — |
| Rotation-Invariant Spherical Watermarking via Third-Order SO(3) Representation Coupling | Vision & multimodal | Pengzhen Chen +5 | May 26, 2026 | — |
| CSV-ViT: A Vision Transformer with the Variable-sized Cortical Supervertices for Detection of Alzheimer's Disease Pathologies | Vision & multimodal | Geonwoo Baek +1 | May 26, 2026 | — |
| Unveiling the Fragility of Vision-Language Models: Multi-Modal Adversarial Synergy via Texture-Constrained Perturbations and Cross-Modal Optimization | Vision & multimodal | Xiang Fang +2 | May 26, 2026 | — |
| Variational Inference for Evidential Deep Learning | Vision & multimodal | Jiawei Tang +4 | May 26, 2026 | — |
| Building an Adversarial Malware Dataset by Family and Type: Generation, Evasion, and Poisoning Evaluation | Vision & multimodal | David Košťál +1 | May 25, 2026 | — |
| Adversarial Orthogonal Disentanglement for LVLM Hallucination Mitigation | Vision & multimodal | Ruoxi Cheng +8 | May 25, 2026 | — |
| Beyond Binary Edits Robust Multimodal Knowledge Editing with Adversarial Subspace Alignment | Vision & multimodal | Haoyuan Wang +4 | May 22, 2026 | — |
| Contrast to Detect: Dynamic Graph Contrastive Regularization for Unsupervised Anomaly Detection in Multivariate Time Series | Vision & multimodal | Yunhua Pei +3 | May 22, 2026 | — |
| CALAD: Channel-Aware contrastive Learning for multivariate time series Anomaly Detection | Vision & multimodal | Jaehyeop Hong +1 | May 22, 2026 | — |
| Dynamic Hypergraph Representation Learning for Multivariate Time Series without Prior Knowledge | Vision & multimodal | Marco Gregnanin +3 | May 21, 2026 | — |
| Adversarial Trust Poisoning in Vehicular Collaborative Perception | Vision & multimodal | Yutong Liu +3 | May 21, 2026 | — |
| Frequency-Domain Regularized Adversarial Alignment for Transferable Attacks against Closed-Source MLLMs | Vision & multimodal | Leitao Yuan +7 | May 20, 2026 | — |
| Detecting Fluent Optimization-Based Adversarial Prompts via Sequential Entropy Changes | Vision & multimodal | Mohammed Alshaalan +1 | May 19, 2026 | — |
| Passive Construction Site Safety Monitoring via Persona-Scaffolded Adversarial Chain-of-Thought VLM Verification | Vision & multimodal | Ananth Sriram +2 | May 19, 2026 | — |
| A Readiness-Driven Runtime for Pipeline-Parallel Training under Runtime Variability | Vision & multimodal | Ruitao Liu +6 | May 18, 2026 | — |
| A No-Defense Defense Against Gradient-Based Adversarial Attacks on ML-NIDS: Is Less More? | Vision & multimodal | Mohamed elShehaby +1 | May 18, 2026 | — |
| POST: Prior-Observation Adversarial Learning of Spatio-Temporal Associations for Multivariate Time Series Anomaly Detection | Vision & multimodal | Suofei Zhang +2 | May 18, 2026 | — |
| Multi-task learning on partially labeled datasets via invariant/equivariant semi-supervised learning | Vision & multimodal | Miquel Martí i Rabadán +3 | May 17, 2026 | — |
| Compositional Adversarial Training for Robust Visual Watermarking | Vision & multimodal | Anirudh Satheesh +6 | May 16, 2026 | — |
| DarkLLM: Learning Language-Driven Adversarial Attacks with Large Language Models | Vision & multimodal | Ye Sun +9 | May 15, 2026 | — |
| Continual Learning of Domain-Invariant Representations | Vision & multimodal | Pascal Janetzky +2 | May 15, 2026 | — |
| WARD: Adversarially Robust Defense of Web Agents Against Prompt Injections | Vision & multimodal | Tri Cao +10 | May 14, 2026 | — |
| Your CLIP has 164 dimensions of noise: Exploring the embeddings covariance eigenspectrum of contrastively pretrained vision-language transformers | Vision & multimodal | Jakub Grzywaczewski +2 | May 14, 2026 | — |
| MahaVar: OOD Detection via Class-wise Mahalanobis Distance Variance under Neural Collapse | Vision & multimodal | Donghwan Kim +1 | May 14, 2026 | — |
| Beyond Explained Variance: A Cautionary Tale of PCA | Vision & multimodal | Gionni Marchetti | May 13, 2026 | — |
| Reducing Bias and Variance: Generative Semantic Guidance and Bi-Layer Ensemble for Image Clustering | Vision & multimodal | Feijiang Li +5 | May 13, 2026 | — |
| VNDUQE: Information-Theoretic Novelty Detection using Deep Variational Information Bottleneck | Vision & multimodal | Aryan Gondkar +2 | May 12, 2026 | — |
| Spatial Adapter: Structured Spatial Decomposition and Closed-Form Covariance for Frozen Predictors | Vision & multimodal | Wen-Ting Wang +3 | May 12, 2026 | — |
| Birds of a Feather Flock Together: Background-Invariant Representations via Linear Structure in VLMs | Vision & multimodal | Youssef Zaazou +1 | May 11, 2026 | — |
| Not Blind but Silenced: Rebalancing Vision and Language via Adversarial Counter-Commonsense Equilibrium | Vision & multimodal | Qingxin Xiao +4 | May 11, 2026 | — |
| DRIFT: Drift-Resilient Invariant-Feature Transformer for DGA Detection | Vision & multimodal | Chaeyoung Lee +2 | May 11, 2026 | — |
| GAMBIT: A Three-Mode Benchmark for Adversarial Robustness in Multi-Agent LLM Collectives | Vision & multimodal | Alexandre Le Mercier +2 | May 9, 2026 | — |
| Enhancing Adversarial Robustness in Network Intrusion Detection: A Layer-wise Adaptive Regularization Approach | Vision & multimodal | Hira Nasir +4 | May 9, 2026 | — |
| PASA: A Principled Embedding-Space Watermarking Approach for LLM-Generated Text under Semantic-Invariant Attacks | Vision & multimodal | Zhenxin Ai +1 | May 9, 2026 | — |
| Multivariate Financial Forecasting using the Chronos Time Series Foundation Models | Vision & multimodal | Sanjiv R Das +2 | May 8, 2026 | — |
| Sparse Autoencoders as Plug-and-Play Firewalls for Adversarial Attack Detection in VLMs | Vision & multimodal | Hao Wang +4 | May 8, 2026 | — |
| Can You Break RLVER? Probing Adversarial Robustness of RL-Trained Empathetic Agents | Vision & multimodal | Deeraj S K +3 | May 8, 2026 | — |
| Who and What? Using Linguistic Features and Annotator Characteristics to Analyze Annotation Variation | Vision & multimodal | Maximilian Maurer +2 | May 7, 2026 | — |
| Band Together: Untargeted Adversarial Training with Multimodal Coordination against Evasion-based Promotion Attacks | Vision & multimodal | Guanmeng Xian +2 | May 7, 2026 | — |
| Taming the Entropy Cliff: Variable Codebook Size Quantization for Autoregressive Visual Generation | Vision & multimodal | Bowen Zheng +4 | May 7, 2026 | — |
| Learngene Search Across Multiple Datasets for Building Variable-Sized Models | Vision & multimodal | Boyu Shi +5 | May 6, 2026 | — |
| Dissociating spatial frequency reliance from adversarial robustness advantages in neurally guided deep convolutional neural networks | Vision & multimodal | Zhenan Shao +4 | May 6, 2026 | — |
| TsallisPGD: Adaptive Gradient Weighting for Adversarial Attacks on Semantic Segmentation | Vision & multimodal | Alexander Matyasko +3 | May 5, 2026 | — |
| Augmented Equivariant Mesh Networks for Anatomical Segmentation | Vision & multimodal | Daniel Saragih | May 4, 2026 | — |
| ARIS: Autonomous Research via Adversarial Multi-Agent Collaboration | Vision & multimodal | Ruofeng Yang +2 | May 4, 2026 | — |
| SpatialSense: An Adversarially Crowdsourced Benchmark for Spatial Relation Recognition | Vision & multimodal | Kaiyu Yang +2 | Aug 7, 2019 | — |