2 papers
cs.AI2026
The Density of Thought: Predicting and Steering Reasoning in Large Language Models
Tanush Kalhan, Anupam Chattopadhyay, Sriram Ranga +1
We investigate whether variation in information density across chain-of-thought (CoT) reasoning steps predicts answer correctness and can serve as a controllable inference-time tar…
cs.LG2025
Learning Nonlinearity of Boolean Functions: An Experimentation with Neural Networks
Sriram Ranga, Nandish Chattopadhyay, Anupam Chattopadhyay
This paper investigates the learnability of the nonlinearity property of Boolean functions using neural networks. We train encoder style deep neural networks to learn to predict th…