{"total":89,"rows":[{"id":"2412.04292","title":"SIDA: Social Media Image Deepfake Detection, Localization and Explanation with Large Multimodal Model","created":"2024-12-05","cited_by_count":108,"area":"mllm"},{"id":"2408.17065","title":"Generalizing Deepfake Video Detection with Plug-and-Play: Video-Level Blending and Spatiotemporal Adapter Tuning","created":"2024-08-30","cited_by_count":59,"area":null},{"id":"2503.20188","title":"Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face Detector","created":"2025-03-26","cited_by_count":40,"area":"mllm"},{"id":"2404.05583","title":"Towards More General Video-based Deepfake Detection through Facial Component Guided Adaptation for Foundation Model","created":"2024-04-08","cited_by_count":38,"area":null},{"id":"2410.06126","title":"X2-DFD: A framework for eXplainable and eXtendable Deepfake Detection","created":"2024-10-08","cited_by_count":35,"area":null},{"id":"2409.14444","title":"Fake It till You Make It: Curricular Dynamic Forgery Augmentations towards General Deepfake Detection","created":"2024-09-22","cited_by_count":31,"area":null},{"id":"2409.02664","title":"Standing on the Shoulders of Giants: Reprogramming Visual-Language Model for General Deepfake Detection","created":"2024-09-04","cited_by_count":30,"area":"mllm"},{"id":"2412.12032","title":"FSFM: A Generalizable Face Security Foundation Model via Self-Supervised Facial Representation Learning","created":"2024-12-16","cited_by_count":23,"area":null},{"id":"2412.12278","title":"Towards a Universal Synthetic Video Detector: From Face or Background Manipulations to Fully AI-Generated Content","created":"2024-12-16","cited_by_count":22,"area":null},{"id":"2503.14853","title":"Unlocking the Capabilities of Large Vision-Language Models for Generalizable and Explainable Deepfake Detection","created":"2025-03-19","cited_by_count":21,"area":"mllm"},{"id":"2508.06248","title":"Deepfake Detection that Generalizes Across Benchmarks","created":"2025-08-08","cited_by_count":21,"area":null},{"id":"2601.11035","title":"Your One-Stop Solution for AI-Generated Video Detection","created":"2026-01-16","cited_by_count":15,"area":null},{"id":"2504.04827","title":"From Specificity to Generality: Revisiting Generalizable Artifacts in Detecting Face Deepfakes","created":"2025-04-07","cited_by_count":14,"area":null},{"id":"2502.10920","title":"Do Deepfake Detectors Work in Reality?","created":"2025-02-15","cited_by_count":11,"area":null},{"id":"2505.24866","title":"TalkingHeadBench: A Multi-Modal Benchmark & Analysis of Talking-Head DeepFake Detection","created":"2025-05-30","cited_by_count":11,"area":null},{"id":"2602.08828","title":"VideoVeritas: AI-Generated Video Detection via Perception Pretext Reinforcement Learning","created":"2026-02-09","cited_by_count":11,"area":"lr"},{"id":"2411.19537","title":"Deepfake Media Generation and Detection in the Generative AI Era: A Survey and Outlook","created":"2024-11-29","cited_by_count":10,"area":null},{"id":"2503.19683","title":"Unlocking the Hidden Potential of CLIP in Generalizable Deepfake Detection","created":"2025-03-25","cited_by_count":10,"area":null},{"id":"2501.01184","title":"Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection","created":"2025-01-02","cited_by_count":9,"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":"2405.08487","title":"Semantic Contextualization of Face Forgery: A New Definition, Dataset, and Detection Method","created":"2024-05-14","cited_by_count":8,"area":null},{"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":"2408.12791","title":"Open-Set Deepfake Detection: A Parameter-Efficient Adaptation Method with Forgery Style Mixture","created":"2024-08-23","cited_by_count":7,"area":null},{"id":"2604.24163","title":"Robust Deepfake Detection, NTIRE 2026 Challenge: Report","created":"2026-04-27","cited_by_count":6,"area":null},{"id":"2505.13327","title":"Benchmarking Unified Face Attack Detection via Hierarchical Prompt Tuning","created":"2025-05-19","cited_by_count":5,"area":null},{"id":"2506.05890","title":"Unleashing the Potential of Consistency Learning for Detecting and Grounding Multi-Modal Media Manipulation","created":"2025-06-06","cited_by_count":5,"area":null},{"id":"2506.20548","title":"Pay Less Attention to Deceptive Artifacts: Robust Detection of Compressed Deepfakes on Online Social Networks","created":"2025-06-25","cited_by_count":5,"area":"diffusion"},{"id":"2601.04715","title":"On the Holistic Approach for Detecting Human Image Forgery","created":"2026-01-08","cited_by_count":5,"area":null},{"id":"2408.16305","title":"Semantics-Oriented Multitask Learning for DeepFake Detection: A Joint Embedding Approach","created":"2024-08-29","cited_by_count":4,"area":null},{"id":"2501.08137","title":"Audio-Visual Deepfake Detection With Local Temporal Inconsistencies","created":"2025-01-14","cited_by_count":4,"area":null},{"id":"2506.05119","title":"Practical Manipulation Model for Robust Deepfake Detection","created":"2025-06-05","cited_by_count":4,"area":null},{"id":"2512.10652","title":"TriDF: Evaluating Perception, Detection, and Hallucination for Interpretable DeepFake Detection","created":"2025-12-11","cited_by_count":4,"area":null},{"id":"2501.09617","title":"WMamba: Wavelet-based Mamba for Face Forgery Detection","created":"2025-01-16","cited_by_count":3,"area":"ssm"},{"id":"2503.22121","title":"Detecting Localized Deepfake Manipulations Using Action Unit-Guided Video Representations","created":"2025-03-28","cited_by_count":3,"area":null},{"id":"2506.00562","title":"SEED: A Benchmark Dataset for Sequential Facial Attribute Editing with Diffusion Models","created":"2025-05-31","cited_by_count":3,"area":"diffusion"},{"id":"2408.16892","title":"Tex-ViT: A Generalizable, Robust, Texture-based dual-branch cross-attention deepfake detector","created":"2024-08-29","cited_by_count":2,"area":null},{"id":"2412.07260","title":"DFREC: DeepFake Identity Recovery Based on Identity-aware Masked Autoencoder","created":"2024-12-10","cited_by_count":2,"area":null},{"id":"2510.03548","title":"Unmasking Puppeteers: Leveraging Biometric Leakage to Expose Impersonation in AI-Based Videoconferencing","created":"2025-10-03","cited_by_count":2,"area":null},{"id":"2512.04969","title":"Rethinking the Use of Vision Transformers for AI-Generated Image Detection","created":"2025-12-04","cited_by_count":2,"area":null},{"id":"2604.13660","title":"VRAG-DFD: Verifiable Retrieval-Augmentation for MLLM-based Deepfake Detection","created":"2026-04-15","cited_by_count":2,"area":"lr"},{"id":"2411.19715","title":"Forensics Adapter: Unleashing CLIP for Generalizable Face Forgery Detection","created":"2024-11-29","cited_by_count":1,"area":null},{"id":"2503.02503","title":"Deepfake Detection via Knowledge Injection","created":"2025-03-04","cited_by_count":1,"area":null},{"id":"2503.11195","title":"Provenance Detection for AI-Generated Images: Combining Perceptual Hashing, Homomorphic Encryption, and AI Detection Models","created":"2025-03-14","cited_by_count":1,"area":"safety"},{"id":"2506.04501","title":"AuthGuard: Generalizable Deepfake Detection via Language Guidance","created":"2025-06-04","cited_by_count":1,"area":null},{"id":"2506.23189","title":"Trident: Detecting Face Forgeries with Adversarial Triplet Learning","created":"2025-06-29","cited_by_count":1,"area":null},{"id":"2508.03189","title":"Unifying Locality of KANs and Feature Drift Compensation Projection for Data-free Replay based Continual Face Forgery Detection","created":"2025-08-05","cited_by_count":1,"area":null},{"id":"2511.07051","title":"Improving Deepfake Detection with Reinforcement Learning-Based Adaptive Data Augmentation","created":"2025-11-10","cited_by_count":1,"area":"deeprl"},{"id":"2512.14601","title":"FakeRadar: Probing Forgery Outliers to Detect Unknown Deepfake Videos","created":"2025-12-16","cited_by_count":1,"area":null},{"id":"2512.23374","title":"NeXT-IMDL: Build Benchmark for NeXT-Generation Image Manipulation Detection & Localization","created":"2025-12-29","cited_by_count":1,"area":null},{"id":"2601.02359","title":"ExposeAnyone: Personalized Audio-to-Expression Diffusion Models Are Robust Zero-Shot Face Forgery Detectors","created":"2026-01-05","cited_by_count":1,"area":"diffusion"},{"id":"2601.22744","title":"Beauty and the Beast: Imperceptible Perturbations Against Diffusion-Based Face Swapping via Directional Attribute Editing","created":"2026-01-30","cited_by_count":1,"area":null},{"id":"2602.20412","title":"SimLBR: Learning to Detect Fake Images by Learning to Detect Real Images","created":"2026-02-23","cited_by_count":1,"area":null},{"id":"2603.09242","title":"When Detectors Forget Forensics: Blocking Semantic Shortcuts for Generalizable AI-Generated Image Detection","created":"2026-03-10","cited_by_count":1,"area":null},{"id":"2604.03558","title":"LOGER: Local--Global Ensemble for Robust Deepfake Detection in the Wild","created":"2026-04-04","cited_by_count":1,"area":null},{"id":"2605.26421","title":"HydraPrompt: An Adaptive and Asymmetric Framework of Vision-Language Models for Synthetic Image Detection","created":"2026-05-26","cited_by_count":1,"area":"mllm"},{"id":"2607.28769","title":"Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning","created":"2026-07-30","cited_by_count":1,"area":null},{"id":"2608.11201","title":"VidForensics-M1: Meta-Detection Reinforcement Learning with Verifiable Temporal Grounding for AI-Generated Video Forensics","created":"2026-08-11","cited_by_count":1,"area":null},{"id":"2409.16945","title":"Revisiting Face Forgery Detection: From Facial Representation to Forgery Detection","created":"2024-09-25","cited_by_count":0,"area":null},{"id":"2502.20698","title":"Towards General Visual-Linguistic Face Forgery Detection(V2)","created":"2025-02-28","cited_by_count":0,"area":null},{"id":"2504.17223","title":"Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion","created":"2025-04-24","cited_by_count":0,"area":null},{"id":"2505.18587","title":"HyperFake: Hyperspectral Reconstruction and Attention-Guided Analysis for Advanced Deepfake Detection","created":"2025-05-24","cited_by_count":0,"area":null},{"id":"2507.21157","title":"Unmasking Synthetic Realities in Generative AI: A Comprehensive Review of Adversarially Robust Deepfake Detection Systems","created":"2025-07-24","cited_by_count":0,"area":null},{"id":"2508.01873","title":"DiffusionFF: A Diffusion-based Framework for Joint Face Forgery Detection and Fine-Grained Artifact Localization","created":"2025-08-03","cited_by_count":0,"area":null},{"id":"2508.09022","title":"Leveraging Unlabeled Data from Unknown Sources via Dual-Path Guidance for Deepfake Face Detection","created":"2025-08-12","cited_by_count":0,"area":null},{"id":"2508.14980","title":"Paired-Sampling Contrastive Framework for Joint Physical-Digital Face Attack Detection","created":"2025-08-20","cited_by_count":0,"area":null},{"id":"2508.19730","title":"Improving Generalization in Deepfake Detection with Face Foundation Models and Metric Learning","created":"2025-08-27","cited_by_count":0,"area":null},{"id":"2510.00634","title":"LAKAN: Landmark-assisted Adaptive Kolmogorov-Arnold Network for Face Forgery Detection","created":"2025-10-01","cited_by_count":0,"area":null},{"id":"2511.22443","title":"Do You See What I Say? Generalizable Deepfake Detection based on Visual Speech Recognition","created":"2025-11-27","cited_by_count":0,"area":null},{"id":"2512.01128","title":"OmniFD: A Unified Model for Versatile Face Forgery Detection","created":"2025-11-30","cited_by_count":0,"area":null},{"id":"2512.04175","title":"Beyond Flicker: Detecting Kinematic Inconsistencies for Generalizable Deepfake Video Detection","created":"2025-12-03","cited_by_count":0,"area":null},{"id":"2601.00789","title":"Fusion-SSAT: Unleashing the Potential of Self-supervised Auxiliary Task by Feature Fusion for Generalized Deepfake Detection","created":"2026-01-02","cited_by_count":0,"area":null},{"id":"2601.11915","title":"Low-rank Orthogonal Subspace Intervention for Generalizable Face Forgery Detection","created":"2026-01-17","cited_by_count":0,"area":null},{"id":"2603.10504","title":"Na\\\"ive Exposure of Generative AI Capabilities Undermines Deepfake Detection","created":"2026-03-11","cited_by_count":0,"area":null},{"id":"2603.24454","title":"Unleashing Vision-Language Semantics for Deepfake Video Detection","created":"2026-03-25","cited_by_count":0,"area":"mllm"},{"id":"2604.04086","title":"LAA-X: Unified Localized Artifact Attention for Quality-Agnostic and Generalizable Face Forgery Detection","created":"2026-04-05","cited_by_count":0,"area":null},{"id":"2604.14570","title":"Deepfake Detection Generalization with Diffusion Noise","created":"2026-04-16","cited_by_count":0,"area":"diffusion"},{"id":"2604.17307","title":"Generalizable Face Forgery Detection via Separable Prompt Learning","created":"2026-04-19","cited_by_count":0,"area":null},{"id":"2604.21465","title":"ID-Eraser: Proactive Defense Against Face Swapping via Identity Perturbation","created":"2026-04-23","cited_by_count":0,"area":null},{"id":"2604.25889","title":"Robust Deepfake Detection: Mitigating Spatial Attention Drift via Calibrated Complementary Ensembles","created":"2026-04-28","cited_by_count":0,"area":null},{"id":"2606.19184","title":"When AUC Misleads: Polarization-Aware Evaluation of Deepfake Detectors under Domain Shift","created":"2026-06-17","cited_by_count":0,"area":"diffusion"},{"id":"2606.30528","title":"$\\mu$Flow: Leveraging Average Images for Improving Generalisation of Deepfake Faces Detectors","created":"2026-06-29","cited_by_count":0,"area":"diffusion"},{"id":"2607.03883","title":"SGF-CDNet: A Consistency-Discrepancy Graph Network over Semantic-Geometric Fused Nodes for Face Forgery Detection","created":"2026-07-04","cited_by_count":0,"area":null},{"id":"2608.03096","title":"FakeI2V-Bench: Benchmarking the Applicability of Image-level Deepfake Detectors for Deepfake Video Detection","created":"2026-08-04","cited_by_count":0,"area":null},{"id":"2608.17700","title":"Environment-Invariant Subspace Learning for Generalizable Deepfake Detection","created":"2026-08-18","cited_by_count":0,"area":null},{"id":"2608.23363","title":"DF-MoE: Generalizable Deepfake Detection via Multimodal Sparse Mixture-of-Experts","created":"2026-08-24","cited_by_count":0,"area":"moe"},{"id":"2609.07670","title":"Harnessing CLIP and DINO: An Uncertainty-Aware Cascaded Fusion Network for Generalizable Deepfake Image Detection","created":"2026-09-07","cited_by_count":0,"area":null},{"id":"2609.31661","title":"ForensicZoom: Adaptive Visual Inspection with Multimodal LLMs for Industrial-Grade Face Forgery Detection","created":"2026-09-15","cited_by_count":0,"area":null},{"id":"2609.35536","title":"Look Before You Judge: Training-Free Region Mining for Grounded and Explainable Deepfake Detection","created":"2026-09-28","cited_by_count":0,"area":"mllm"},{"id":"2610.01544","title":"Revisiting Cross-Reconstruction for Generalizable Deepfake Detection","created":"2026-10-01","cited_by_count":0,"area":null}],"next_cursor":null}