#differentiable-computing News & Analysis

2 articles tagged with #differentiable-computing. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · Jun 237/10

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A Differentiable Atari VCS:A Complex, Fully Known Ground Truth for Explainable AI

Researchers have created fully differentiable emulators of the Atari 2600 computer system in Julia and JAX, solving a fundamental problem in explainable AI by providing a complex system with complete ground truth. The emulators are bit-for-bit identical to the original hardware while remaining mathematically differentiable, enabling gradient-based analysis to understand how AI systems make decisions.

AINeutralarXiv – CS AI · Jun 26/10

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You Can Learn Tokenization End-to-End with Reinforcement Learning

Researchers propose learning tokenization boundaries in large language models using reinforcement learning and score function estimates instead of hardcoded compression. This approach directly optimizes discrete token boundaries, outperforming prior straight-through estimation methods at the 100 million parameter scale.