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model security

118 papers

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Co-occurring keywords

backdoor attack (377) adversarial attack (1599) adversarial learning (1592) large language model (12755) adversarial robustness (1335) adversarial defense (324) jailbreak attack (198) neural network (6616) trojan attack (23) data poisoning (128)

Papers

BeDKD: Backdoor Defense Based on Directional Mapping Module and Adversarial Knowledge Distillation AAAI 2026
Framework GNN-AID: Graph Neural Network Analysis, Interpretation and Defense AAAI 2026
EigenShield: Inference-Time, Model-Agnostic Jailbreaking Defense via Causal Subspace Filtering AAAI 2026
Towards Effective, Stealthy, and Persistent Backdoor Attacks Targeting Graph Foundation Models AAAI 2026
Beyond Training-time Poisoning: Component-level and Post-training Backdoors in Deep Reinforcement Learning AAAI 2026
from Benign import Toxic: Jailbreaking the Language Model via Adversarial Metaphors ACL 2025
ELBA-Bench: An Efficient Learning Backdoor Attacks Benchmark for Large Language Models ACL 2025
From Trade-off to Synergy: A Versatile Symbiotic Watermarking Framework for Large Language Models ACL 2025
Towards Understanding the Fragility of Multilingual LLMs against Fine-Tuning Attacks NAACL 2025
SABER: Uncovering Vulnerabilities in Safety Alignment via Cross-Layer Residual Connection EMNLP 2025
SPIRIT: Patching Speech Language Models against Jailbreak Attacks EMNLP 2025
Silent Branding Attack: Trigger-free Data Poisoning Attack on Text-to-Image Diffusion Models CVPR 2025
Bit-Flip Induced Latency Attacks in Object Detection WACV 2025
Efficient Robustness Evaluation via Constraint Relaxation AAAI 2025
DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion ICCV 2025
Backdoor Attacks on Neural Networks via One-Bit Flip ICCV 2025
RepeatLeakage: Leak Prompts from Repeating as Large Language Model Is a Good Repeater AAAI 2025
Stealthy Jailbreak Attacks on Large Language Models via Benign Data Mirroring NAACL 2025
SPD: Shallow Backdoor Protecting Deep Backdoor Against Backdoor Detection ICCV 2025
Safety in Large Reasoning Models: A Survey EMNLP 2025
Rethinking Backdoor Detection Evaluation for Language Models EMNLP 2025
Retracing the Past: LLMs Emit Training Data When They Get Lost EMNLP 2025
Exploring Backdoor Vulnerabilities of Chat Models COLING 2025
Gracefully Filtering Backdoor Samples for Generative Large Language Models without Retraining COLING 2025
Watch Out for Your Guidance on Generation! Exploring Conditional Backdoor Attacks against Large Language Models AAAI 2025