Sterling Research Group

Illuminating the Disease Landscape: Human Oxidoreductase-Targeted Imaging and Quantification Agents for Precision Imaging and Activity Determination

Conspectus Electron-specific reduction reactions afforded by quinone oxidoreductases have long been recognized as essential for safeguarding healthy mammalian cells against oxidative stress induced by environmental insults. The presence of reactive oxygen species (ROS) initiates...

Protected-Code Recoverability as a Diagnostic for Spin-Coupled Gravitational Channels

Protected subspaces are usually introduced to suppress noise. Here they are used as diagnostic filters for gravitational channel structure. The question is not whether a gravitationally motivated environment causes decoherence, but what error algebra it induces on a protected cod...

Cross model transfer of Direct Preference Optimization

Since direct preference optimization (DPO) was introduced in 2023, it has become a widely used preference optimization strategy for post-training large language models (LLMs). DPO's implicit reward formulation is coupled to its reference policy, and its theoretical guarantees ass...

Cross model transfer of Direct Preference Optimization

Since direct preference optimization (DPO) was introduced in 2023, it has become a widely used preference optimization strategy for post-training large language models (LLMs). DPO's implicit reward formulation is coupled to its reference policy, and its theoretical guarantees ass...

Cross model Direct Preference Optimization

Since direct preference optimization (DPO) was introduced in 2023, it has become a widely used preference optimization strategy for post-training large language models (LLMs). DPO's implicit reward formulation is coupled to its reference policy, and its theoretical guarantees ass...

Graded Branch Unpredictability Near Nonlinear Transitions: A Decision-Scale Framework and Held-Out Energy-Balance Demonstration

Forecast laws near nonlinear transitions may be poorly concentrated even when they are not cleanly bimodal. For a conditional law P(t,h) on a metric state space, we study Uδ(t,h) = 1 − supₐ P(t,h){d(Y,a) ≤ δ}: the minimum probability that a point forecast misses the realization b...