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THE DAILY INDEX

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HEADLINES & LAUNCHES

TLDR AI

DEEPMIND FRAMEWORK OFFERS BREAKTHROUGH IN LLMS’ REASONING

DeepMind and USC researchers have developed SELF-DISCOVER, a new framework that significantly improves LLM reasoning capabilities, outperforming traditional methods by up to 32% on tasks with models like GPT-4. The two-stage framework allows LLMs to form and utilize reasoning structures autonomously. This advancement represents a major step toward more sophisticated AI problem-solving abilities.

CONTROLLING REAL WORLD OBJECTS WITH FLUID IN RL

"Box o Flows" introduces a novel experimental system for testing reinforcement learning (RL) algorithms in dynamic real-world settings, addressing the challenge of simulating complex fluid dynamics for RL applications. It showcases the ability of model-free RL algorithms to generate complex behaviors from simple rewards and enhances data efficiency via offline RL and paves the way for broader RL applicability in complex systems.

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