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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Derek Lilienthal

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#artificial intelligence Apr 2026

Reward Design for Physical Reasoning in Vision-Language Models

It is found that external rewards drive most of the accuracy gains, while preserving more coherent reasoning when rewarded for reasoning tokens, while preserving more coherent reasoning when rewarded for reasoning tokens through internal attention rewards.

Derek Lilienthal, Manisha Mukherjee, Sameera Horawalavithana · 1 citation

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