36 citations · 247 across the 59 of their papers we have counts for
4 papers · 1 filter
Large Language Model (LLM) as a System of Multiple Expert Agents: An Approach to solve the Abstraction and Reasoning Corpus (ARC) Challenge
John Chong Min Tan, Mehul Motani
We attempt to solve the Abstraction and Reasoning Corpus (ARC) Challenge using Large Language Models (LLMs) as a system of multiple expert agents. Using the flexibility of LLMs to…
Local Intrinsic Dimensional Entropy
Rohan Ghosh, Mehul Motani
Most entropy measures depend on the spread of the probability distribution over the sample space , and the maximum entropy achievable scales proportionately with the s…
Learning, Fast and Slow: A Goal-Directed Memory-Based Approach for Dynamic Environments
John Chong Min Tan, Mehul Motani
Model-based next state prediction and state value prediction are slow to converge. To address these challenges, we do the following: i) Instead of a neural network, we do model-bas…
On Finite Blocklength Lossy Source Coding
Lin Zhou, Mehul Motani
In this monograph, we review recent advances in second-order asymptotics for lossy source coding, which provides approximations to the finite blocklength performance of optimal cod…