{"total":89,"rows":[{"id":"2505.20292","title":"OpenS2V-Nexus: A Detailed Benchmark and Million-Scale Dataset for Subject-to-Video Generation","created":"2025-05-26","cited_by_count":73,"area":null},{"id":"2505.14359","title":"Dual Data Alignment Makes AI-Generated Image Detector Easier Generalizable","created":"2025-05-20","cited_by_count":60,"area":null},{"id":"2505.12335","title":"Is Artificial Intelligence Generated Image Detection a Solved Problem?","created":"2025-05-18","cited_by_count":51,"area":"diffusion"},{"id":"2412.06143","title":"Precise, Fast, and Low-cost Concept Erasure in Value Space: Orthogonal Complement Matters","created":"2024-12-09","cited_by_count":40,"area":"diffusion"},{"id":"2503.07392","title":"SPEED: Scalable, Precise, and Efficient Concept Erasure for Diffusion Models","created":"2025-03-10","cited_by_count":36,"area":"diffusion"},{"id":"2509.03516","title":"Easier Painting Than Thinking: Can Text-to-Image Models Set the Stage, but Not Direct the Play?","created":"2025-09-03","cited_by_count":34,"area":null},{"id":"2507.02664","title":"AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models","created":"2025-07-03","cited_by_count":33,"area":"mllm"},{"id":"2504.01396","title":"All Patches Matter, More Patches Better: Enhance AI-Generated Image Detection via Panoptic Patch Learning","created":"2025-04-02","cited_by_count":24,"area":null},{"id":"2509.09172","title":"Bridging the Gap Between Ideal and Real-world Evaluation: Benchmarking AI-Generated Image Detection in Challenging Scenarios","created":"2025-09-11","cited_by_count":24,"area":null},{"id":"2509.25502","title":"Seeing Before Reasoning: A Unified Framework for Generalizable and Explainable Fake Image Detection","created":"2025-09-29","cited_by_count":20,"area":"lr"},{"id":"2502.15176","title":"Methods and Trends in Detecting AI-Generated Images: A Comprehensive Review","created":"2025-02-21","cited_by_count":12,"area":"diffusion"},{"id":"2503.06142","title":"VLForgery Face Triad: Detection, Localization and Attribution via Multimodal Large Language Models","created":"2025-03-08","cited_by_count":12,"area":"mllm"},{"id":"2509.20890","title":"FerretNet: Efficient Synthetic Image Detection via Local Pixel Dependencies","created":"2025-09-25","cited_by_count":12,"area":null},{"id":"2509.12995","title":"Brought a Gun to a Knife Fight: Modern VFM Baselines Outgun Specialized Detectors on In-the-Wild AI Image Detection","created":"2025-09-16","cited_by_count":10,"area":null},{"id":"2508.01603","title":"Towards Generalizable AI-Generated Image Detection via Image-Adaptive Prompt Learning","created":"2025-08-03","cited_by_count":9,"area":null},{"id":"2512.12982","title":"Scaling Up AI-Generated Image Detection with Generator-Aware Prototypes","created":"2025-12-15","cited_by_count":9,"area":null},{"id":"2508.01248","title":"NS-Net: Decoupling CLIP Semantic Information through NULL-Space for Generalizable AI-Generated Image Detection","created":"2025-08-02","cited_by_count":8,"area":"diffusion"},{"id":"2604.04634","title":"Preserving Forgery Artifacts: AI-Generated Video Detection at Native Scale","created":"2026-04-06","cited_by_count":8,"area":null},{"id":"2602.01738","title":"Simplicity Prevails: The Emergence of Generalizable AIGI Detection in Visual Foundation Models","created":"2026-02-02","cited_by_count":7,"area":null},{"id":"2509.25682","title":"Few-Shot Synthetic Image Attribution: Identifying Unseen Generators with Limited Samples","created":"2025-09-30","cited_by_count":6,"area":null},{"id":"2605.21207","title":"PGC: Peak-Guided Calibration for Generalizable AI-Generated Image Detection","created":"2026-05-20","cited_by_count":6,"area":"diffusion"},{"id":"2505.18660","title":"So-Fake: Benchmarking and Explaining Social Media Image Forgery Detection","created":"2025-05-24","cited_by_count":5,"area":null},{"id":"2511.13108","title":"DGS-Net: Distillation-Guided Gradient Surgery for CLIP Fine-Tuning in AI-Generated Image Detection","created":"2025-11-17","cited_by_count":5,"area":"diffusion"},{"id":"2511.23158","title":"REVEAL: Reasoning-Enhanced Forensic Evidence Analysis for Explainable AI-Generated Image Detection","created":"2025-11-28","cited_by_count":5,"area":null},{"id":"2605.24906","title":"Where Detectors Fail: Probing Generative Space for Generalizable AI-Generated Image Detection","created":"2026-05-24","cited_by_count":5,"area":null},{"id":"2501.09042","title":"CookingDiffusion: Cooking Procedural Image Generation with Stable Diffusion","created":"2025-01-15","cited_by_count":4,"area":"diffusion"},{"id":"2502.19716","title":"Fully AI-Generated Image Detection: Definition, Recent Advances and Challenges","created":"2025-02-27","cited_by_count":4,"area":null},{"id":"2512.06746","title":"AlignGemini: Generalizable AI-Generated Image Detection Through Task-Model Alignment","created":"2025-12-07","cited_by_count":4,"area":"mllm"},{"id":"2512.16300","title":"Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection","created":"2025-12-18","cited_by_count":4,"area":"mllm"},{"id":"2603.10598","title":"Layer Consistency Matters: Elegant Latent Transition Discrepancy for Generalizable Synthetic Image Detection","created":"2026-03-11","cited_by_count":4,"area":null},{"id":"2601.04033","title":"Thinking with Frames: Generative Video Distortion Evaluation via Frame Reward Model","created":"2026-01-07","cited_by_count":3,"area":"alignment"},{"id":"2601.05580","title":"Generalizable and Adaptive Continual Learning Framework for AI-generated Image Detection","created":"2026-01-09","cited_by_count":3,"area":null},{"id":"2603.21526","title":"VIGIL: Part-Grounded Structured Reasoning for Generalizable Deepfake Detection","created":"2026-03-23","cited_by_count":3,"area":"lr"},{"id":"2606.01050","title":"TextFake: Benchmarking AI-Generated Image Detection on Text-Rich Images","created":"2026-05-31","cited_by_count":3,"area":null},{"id":"2606.15880","title":"Deep Residual Injection for Full-Spectrum Forensic Signal Perception in Multimodal Large Language Models","created":"2026-06-14","cited_by_count":3,"area":"mllm"},{"id":"2505.23283","title":"RSFAKE-1M: A Large-Scale Dataset for Detecting Diffusion-Generated Remote Sensing Forgeries","created":"2025-05-29","cited_by_count":2,"area":"diffusion"},{"id":"2510.23023","title":"UniAIDet: A Unified and Universal Benchmark for AI-Generated Image Content Detection and Localization","created":"2025-10-27","cited_by_count":2,"area":null},{"id":"2606.08634","title":"SSAFE: Simple and Strong AI-Generated Image Detection via Frozen Vision Encoders","created":"2026-06-07","cited_by_count":2,"area":null},{"id":"2607.24016","title":"DailyBench: A Unified Benchmark for AI-Generated and Manipulated Images from Modern Generative Models","created":"2026-07-27","cited_by_count":2,"area":null},{"id":"2503.09314","title":"Revealing the Implicit Noise-based Imprint of Generative Models","created":"2025-03-12","cited_by_count":1,"area":null},{"id":"2509.10250","title":"GAMMA: Generalizable Alignment via Multi-task and Manipulation-Augmented Training for AI-Generated Image Detection","created":"2025-09-12","cited_by_count":1,"area":null},{"id":"2509.15741","title":"TrueMoE: Dual-Routing Mixture of Discriminative Experts for Synthetic Image Detection","created":"2025-09-19","cited_by_count":1,"area":null},{"id":"2511.00429","title":"Enhancing Frequency Forgery Clues for Diffusion-Generated Image Detection","created":"2025-11-01","cited_by_count":1,"area":"diffusion"},{"id":"2604.03555","title":"HEDGE: Heterogeneous Ensemble for Detection of AI-GEnerated Images in the Wild","created":"2026-04-04","cited_by_count":1,"area":null},{"id":"2604.27875","title":"Frequency-Aware Semantic Fusion with Gated Injection for AI-generated Image Detection","created":"2026-04-30","cited_by_count":1,"area":null},{"id":"2605.14486","title":"Reduce the Artifacts Bias for More Generalizable AI-Generated Image Detection","created":"2026-05-14","cited_by_count":1,"area":null},{"id":"2605.21977","title":"Video as Natural Augmentation: Towards Unified AI-Generated Image and Video Detection","created":"2026-05-21","cited_by_count":1,"area":null},{"id":"2605.22751","title":"Spectral Tail Auxiliary Learning for AI-Generated Image Detection","created":"2026-05-21","cited_by_count":1,"area":null},{"id":"2605.31153","title":"BIAS-ID: A Framework for Analyzing Transformation Biases in AI-Generated Image Detectors","created":"2026-05-29","cited_by_count":1,"area":null},{"id":"2606.04205","title":"DetectZoo: A Unified Toolkit for AI-Generated Content Detection Across Text, Audio, and Image Modalities","created":"2026-06-02","cited_by_count":1,"area":null},{"id":"2606.06918","title":"DRIFT: From Robustness Gaps to Invariance Manifolds for AI-Generated Image Detection","created":"2026-06-05","cited_by_count":1,"area":null},{"id":"2606.10309","title":"Dissect and Prune: Enhancing Robustness in AI-Generated Image Detection","created":"2026-06-09","cited_by_count":1,"area":null},{"id":"2607.14684","title":"GlobalForge: Towards Robust AI-Generated Image Detection","created":"2026-07-16","cited_by_count":1,"area":null},{"id":"2608.15196","title":"Anchor-Regularized Adaptation for Generalizable AI-Generated Image Detection with DINOv3","created":"2026-08-15","cited_by_count":1,"area":null},{"id":"2508.17029","title":"A Novel Local Focusing Mechanism for Deepfake Detection Generalization","created":"2025-08-23","cited_by_count":0,"area":null},{"id":"2509.15270","title":"PRISM: Phase-enhanced Radial-based Image Signature Mapping framework for fingerprinting AI-generated images","created":"2025-09-18","cited_by_count":0,"area":null},{"id":"2511.06325","title":"Detecting AI-Generated Images via Contextual Anomaly Estimation in Masked AutoEncoders","created":"2025-11-09","cited_by_count":0,"area":null},{"id":"2511.16136","title":"How Noise Benefits AI-generated Image Detection","created":"2025-11-20","cited_by_count":0,"area":null},{"id":"2512.21695","title":"FUSE: Unifying Spectral and Semantic Cues for Robust AI-Generated Image Detection","created":"2025-12-25","cited_by_count":0,"area":null},{"id":"2602.18880","title":"FOCA: Frequency-Oriented Cross-Domain Forgery Detection, Localization and Explanation via Multi-Modal Large Language Model","created":"2026-02-21","cited_by_count":0,"area":null},{"id":"2603.01878","title":"CTForensics: A Comprehensive Dataset and Method for AI-Generated CT Image Detection","created":"2026-03-02","cited_by_count":0,"area":null},{"id":"2604.27903","title":"HiMix: Hierarchical Artifact-aware Mixup for Generalized Synthetic Image Detection","created":"2026-04-30","cited_by_count":0,"area":null},{"id":"2605.02567","title":"Automated In-the-Wild Data Collection for Continual AI Generated Image Detection","created":"2026-05-04","cited_by_count":0,"area":null},{"id":"2605.04445","title":"LEGO: LoRA-Enabled Generator-Oriented Framework for Synthetic Image Detection","created":"2026-05-06","cited_by_count":0,"area":null},{"id":"2605.07074","title":"Decoupling Semantics and Fingerprints: A Universal Representation for AI-Generated Image Detection","created":"2026-05-08","cited_by_count":0,"area":"diffusion"},{"id":"2605.09296","title":"Micro-Defects Expose Macro-Fakes: Detecting AI-Generated Images via Local Distributional Shifts","created":"2026-05-10","cited_by_count":0,"area":null},{"id":"2605.24306","title":"CoDA: Color Distribution Probing for Efficient and Generalizable AI-Generated Image Detection","created":"2026-05-23","cited_by_count":0,"area":null},{"id":"2605.27348","title":"When Eyes Betray AI: Social Gaze Consistency as a Semantic Cue for AI-Generated Image Detection","created":"2026-05-26","cited_by_count":0,"area":null},{"id":"2606.00606","title":"FiSeR: Fine-Grained Source Representations for Cross-Domain AI Image Detection","created":"2026-05-30","cited_by_count":0,"area":null},{"id":"2606.02224","title":"Chroma Clues: Leveraging Color Statistics to Detect Synthetic Images","created":"2026-06-01","cited_by_count":0,"area":null},{"id":"2606.31082","title":"Fleet: Few Shots Lead Effective AI-generated Image Detection","created":"2026-06-30","cited_by_count":0,"area":null},{"id":"2607.10695","title":"Effective Synthetic Image Detection via Noise Residual Clustering","created":"2026-07-12","cited_by_count":0,"area":null},{"id":"2607.21897","title":"ISPCloak: Weaponizing ISP for Optimization-Free Physical Camouflage against Deepfake Detectors","created":"2026-07-24","cited_by_count":0,"area":null},{"id":"2607.27882","title":"DECODE: Tackling Representation and Decision Degradation in Continual AI-Generated Image Detection","created":"2026-07-30","cited_by_count":0,"area":null},{"id":"2608.00559","title":"Test-Time Curriculum for Open-Set AIGC Detection","created":"2026-08-01","cited_by_count":0,"area":null},{"id":"2608.00716","title":"Generated Images Are Easier to Forget: A Machine Unlearning Perspective for Synthetic Image Detection","created":"2026-08-01","cited_by_count":0,"area":"safety"},{"id":"2608.07999","title":"PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection","created":"2026-08-08","cited_by_count":0,"area":"ssm"},{"id":"2608.09223","title":"PatchHead: Learning Spatial Patch Evidence for Generalizable AI-Generated Image Detection","created":"2026-08-10","cited_by_count":0,"area":null},{"id":"2608.12811","title":"Structured Local Differential Modeling for AI-Generated Image Detection","created":"2026-08-13","cited_by_count":0,"area":null},{"id":"2608.18523","title":"Prior-Conditioned Gaussian Discriminants for Generalizable AI-generated Image Detection","created":"2026-08-19","cited_by_count":0,"area":null},{"id":"2608.20882","title":"LoRC: Detecting AI-Generated Images via Low-Rank Collapse in Semantic Residuals","created":"2026-08-21","cited_by_count":0,"area":null},{"id":"2608.26648","title":"Hierarchical Channel Stacking: A Structured Decision Framework for AI-Generated Image Detection","created":"2026-08-27","cited_by_count":0,"area":null},{"id":"2609.14316","title":"Learning Continuous Source Responses For Generalizable AI-Generated Image Detection","created":"2026-09-13","cited_by_count":0,"area":null},{"id":"2609.14352","title":"Beyond Natural Images: Rethinking AI-Generated Image Detection in Documents","created":"2026-09-13","cited_by_count":0,"area":null},{"id":"2609.25154","title":"Benchmarking Neural Defend ARCAS 1B: A Foundational Multimodal Deepfake Detection Model","created":"2026-09-21","cited_by_count":0,"area":null},{"id":"2609.32734","title":"REALIS: A Curated Dataset for Studying the Challenges of AI Image Detection","created":"2026-09-26","cited_by_count":0,"area":null},{"id":"2609.34232","title":"Trustworthy synthetic visual media: Evidence across the media lifecycle","created":"2026-09-28","cited_by_count":0,"area":null},{"id":"2609.36850","title":"Rethinking Multimodal Fake News Detection in the Generative AI Era","created":"2026-09-29","cited_by_count":0,"area":null},{"id":"2610.18034","title":"COMPASS: Contextual Moment Prior Alignment for Generalizable AIGI Detection","created":"2026-10-13","cited_by_count":0,"area":null}],"next_cursor":null}