Don J. Roth
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View article: Log-Augmented Generation: Scaling Test-Time Reasoning with Reusable Computation
Log-Augmented Generation: Scaling Test-Time Reasoning with Reusable Computation Open
While humans naturally learn and adapt from past experiences, large language models (LLMs) and their agentic counterparts struggle to retain reasoning from previous tasks and apply them in future contexts. To address this limitation, we pr…
View article: Improving Dependability and Precision of Data Encoding in DNA
Improving Dependability and Precision of Data Encoding in DNA Open
DNA storage of information is emerging as the next-generation approach to archiving vast amounts of data. Various sophisticated approaches for data storage in DNA have been proposed. Herein we present a multistep algorithm designed to dete…