3 papers
cs.CL2026
Think Less, Know More: State-Aware Reasoning Compression with Knowledge Guidance for Efficient Reasoning
Yi Sui, Chaozhuo Li, Dawei Song
Large Reasoning Models (LRMs) achieve strong performance on complex tasks by leveraging long Chain-of-Thought (CoT), but often suffer from overthinking, leading to excessive reason…
cs.LG2021
Multi-axis Attentive Prediction for Sparse EventData: An Application to Crime Prediction
Yi Sui, Ga Wu, Scott Sanner
Spatiotemporal prediction of event data is a challenging task with a long history of research. While recent work in spatiotemporal prediction has leveraged deep sequential models t…
math.NA2017
Compressive Hermite interpolation: sparse, high-dimensional approximation from gradient-augmented measurements
Ben Adcock, Yi Sui
We consider the sparse polynomial approximation of a multivariate function on a tensor product domain from samples of both the function and its gradient. When only function samples…