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Artificial Intelligence

It is the subfield of computer science that focuses on creating systems capable of intelligent behavior, including problem solving, learning, adaptation, perception, and language understanding.

Diffusion-ES: Gradient-free Planning with Diffusion for Autonomous Driving and Zero-Shot Instruction Following

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The paper introduces a new method, Diffusion-ES, that combines gradient-free optimization with trajectory denoising to optimize non-differentiable objectives. This method is particularly useful in autonomous driving scenarios. Diffusion-ES samples trajectories…

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On the Out-Of-Distribution Generalization of Multimodal Large Language Models

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The article investigates the generalization capabilities of Multimodal Large Language Models (MLLMs) under out-of-distribution scenarios and domain-specific tasks. Evaluations across synthetic images, real-world distributional shifts, and specialized datasets like medical…

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