Abstract Investigating flat minima on loss surfaces in parameter space is well-documented in the supervised learning context, highlighting its advantages for model generalization. However, limited attention has been paid to the reinforcemen... Read More
On April 11, UNIST has announced its ambitious initiative to transition into an AI Campus. This transformation will leverage artificial intelligence (AI) technologies to innovate education, research, and administrative processes. Collaborat... Read More
Abstract The catalytic cycle involves internal motions and conformational changes that allow enzymes to specifically bind to substrates, reach the transition state and release the product. Such mechanical interactions and motions are often... Read More
Abstract Significant advancements have been achieved in the realm of understanding poses and interactions of two hands manipulating an object. The emergence of augmented reality (AR) and virtual reality (VR) technologies has heightened the... Read More
UNIST will celebrate the publication of the book「AI, Beyond Bias」with a book concert at the Jigwanseoga, located on the first floor of UNIST Library at 2 PM on April 2, 2025. The event aims to address biases in AI technology and discuss pat... Read More
Abstract We present a lighting-aware image editing pipeline that, given a portrait image and a text prompt, performs single image relighting. Our model modifies the lighting and color of both the foreground and background to align with the... Read More
UNIST has announced the appointment of Sedol Lee, the renowned 9-dan ranked South Korean professional Go player, as a Collaborating Professor in the Department of Mechanical Engineering within the College of Engineering and the Graduate Sch... Read More
Three exceptional graduate students from UNIST were honored with Silver Awards at the 31st Samsung Human Tech Paper Awards Ceremony for their groundbreaking research in the fields of energy, environment, signal processing, and basic science... Read More
The Department of Industrial Engineering at UNIST, with the generous support of KB Securities Co. Ltd., Linq Inc., and Fast Campus Inc., successfully concluded the ‘4th UNIST-KAIST-POSTECH AI & Data Science Competition‘ in J... Read More
Abstract Constraint-based offline reinforcement learning (RL) involves policy constraints or imposing penalties on the value function to mitigate overestimation errors caused by distributional shift. This paper focuses on a limitation in ex... Read More
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