Hydra, an agentic reasoning framework that iteratively queries and critiques multiple vision models, improves object-level hallucination accuracy and maintains performance under adversarial image attacks on four LVLMs and three benchmarks.
Adversarial illusions in{Multi-Modal} embeddings
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Hydra: An Agentic Reasoning Approach for Enhancing Adversarial Robustness and Mitigating Hallucinations in Vision-Language Models
Hydra, an agentic reasoning framework that iteratively queries and critiques multiple vision models, improves object-level hallucination accuracy and maintains performance under adversarial image attacks on four LVLMs and three benchmarks.