ML09
Output Integrity Attack
Manipulating ML model outputs and predictions
825 papers Browse all papers
Monthly publications
Paper types
defense 531
benchmark 137
tool 72
attack 67
survey 18
Domains
vision 536
generative 310
nlp 246
multimodal 160
audio 123
tabular 5
reinforcement-learning 3
graph 3
federated-learning 3
timeseries 1
Co-occurring categories
Other OWASP categories that appear on the same papers
ML01 Input Manipulation Attack
29 LLM01 Prompt Injection
13 ML02 Data Poisoning Attack
9 ML05 Model Theft
8 LLM08 Excessive Agency
6 ML10 Model Poisoning
4 LLM06 Sensitive Information Disclosure
2 LLM10 Model Theft
2 LLM07 Insecure Plugin Design
2 ML04 Membership Inference Attack
2 LS01 Vulnerability Discovery
1 ML07 Transfer Learning Attack
1 LS04 Patch & Remediation
1 ML03 Model Inversion Attack
1 ML06 AI Supply Chain Attacks
1 LS07 Blue-Team Agents
1Top cited papers
1102939465665758595105
FreqDebias: Towards Generalizable Deepfake Detection via Consistency-Driven Frequency Debiasing
2025 defense
SynthID-Image: Image watermarking at internet scale
2025 tool
Seeing Before Reasoning: A Unified Framework for Generalizable and Explainable Fake Image Detection
2025 defense
Physics-Driven Spatiotemporal Modeling for AI-Generated Video Detection
2025 defense
Towards Interactive Deepfake Analysis
2025 tool
RTLMarker: Protecting LLM-Generated RTL Copyright via a Hardware Watermarking Framework
2025 defense
T2SMark: Balancing Robustness and Diversity in Noise-as-Watermark for Diffusion Models
2025 defense
State-of-the-art AI-based Learning Approaches for Deepfake Generation and Detection, Analyzing Opportunities, Threading through Pros, Cons, and Future Prospects
2025 survey
Leave No TRACE: Black-box Detection of Copyrighted Dataset Usage in Large Language Models via Watermarking
2025 defense
AdaDetectGPT: Adaptive Detection of LLM-Generated Text with Statistical Guarantees
2025 defense