Search Results for author: Vanshaj Khattar

Found 3 papers, 0 papers with code

Algorithm of Thoughts: Enhancing Exploration of Ideas in Large Language Models

no code implementations20 Aug 2023 Bilgehan Sel, Ahmad Al-Tawaha, Vanshaj Khattar, Ruoxi Jia, Ming Jin

Current literature, aiming to surpass the "Chain-of-Thought" approach, often resorts to an external modus operandi involving halting, modifying, and then resuming the generation process to boost Large Language Models' (LLMs) reasoning capacities.

In-Context Learning

Winning the CityLearn Challenge: Adaptive Optimization with Evolutionary Search under Trajectory-based Guidance

no code implementations4 Dec 2022 Vanshaj Khattar, Ming Jin

Modern power systems will have to face difficult challenges in the years to come: frequent blackouts in urban areas caused by high power demand peaks, grid instability exacerbated by intermittent renewable generation, and global climate change amplified by rising carbon emissions.

Decision Making Reinforcement Learning (RL)

On Solution Functions of Optimization: Universal Approximation and Covering Number Bounds

no code implementations2 Dec 2022 Ming Jin, Vanshaj Khattar, Harshal Kaushik, Bilgehan Sel, Ruoxi Jia

We study the expressibility and learnability of convex optimization solution functions and their multi-layer architectural extension.

Cannot find the paper you are looking for? You can Submit a new open access paper.