3 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.AI2026
State Representation and Termination for Recursive Reasoning Systems
Debashis Guha, Amritendu Mukherjee, Sanjay Kukreja +1
Recursive reasoning systems alternate between acquiring new evidence and refining an accumulated understanding. Two design choices are typically left implicit: how to represent the…
cs.CV2025
Application of Generative Adversarial Network (GAN) for Synthetic Training Data Creation to improve performance of ANN Classifier for extracting Built-Up pixels from Landsat Satellite Imagery
Amritendu Mukherjee, Dipanwita Sinha Mukherjee, Parthasarathy Ramachandran
Training a neural network for pixel based classification task using low resolution Landsat images is difficult as the size of the training data is usually small due to less number…