#continuous-space News & Analysis

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

2 articles

AIBullisharXiv – CS AI · Jun 87/10

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The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook

A comprehensive survey examines latent space as an emerging computational substrate for language models, arguing that continuous latent representations are more efficient than explicit token-level generation for critical internal processes. The research identifies four mechanistic developments (architecture, representation, computation, optimization) and seven capability areas (reasoning, planning, modeling, perception, memory, collaboration, embodiment) that latent space enables.

AIBullisharXiv – CS AI · Mar 177/10

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Inference-time Alignment in Continuous Space

Researchers propose Simple Energy Adaptation (SEA), a new algorithm for aligning large language models with human feedback at inference time. SEA uses gradient-based sampling in continuous latent space rather than searching discrete response spaces, achieving up to 77.51% improvement on AdvBench and 16.36% on MATH benchmarks.