From the 1 of 10 linked papers with an AI index.
10 papers
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces
Kunal Kumar Pant, Nithin Nagaraj
Transformer models are most often understood through what they do: their benchmark performance, generation quality, or behavior on downstream tasks. Yet frozen transformer input-em…
Benchmarking ConvLSTM for One-Day-Ahead IMDAA Rainfall-Field Prediction across Four Indian Cities
Tanmay Ghosh, Shaurabh Anand, Rakesh Gomaji Nannewar +1
The paper evaluates ConvLSTM and other models for one‑day‑ahead gridded rainfall prediction over four Indian cities using IMDAA reanalysis data, finding that ConvLSTM does not cons…
Dictionary Based Pattern Entropy for Causal Direction Discovery
Harikrishnan N B, Shubham Bhilare, Aditi Kathpalia +1
Discovering causal direction from temporal observational data is particularly challenging for symbolic sequences, where functional models and noise assumptions are often unavailabl…
Linked Data Classification using Neurochaos Learning
Pooja Honna, Ayush Patravali, Nithin Nagaraj +1
Neurochaos Learning (NL) has shown promise in recent times over traditional deep learning due to its two key features: ability to learn from small sized training samples, and low c…
Dependable Artificial Intelligence with Reliability and Security (DAIReS): A Unified Syndrome Decoding Approach for Hallucination and Backdoor Trigger Detection
Hema Karnam Surendrababu, Nithin Nagaraj
Machine Learning (ML) models, including Large Language Models (LLMs), are characterized by a range of system-level attributes such as security and reliability. Recent studies have…
Advancing Forest Fires Classification using Neurochaos Learning
Kunal Kumar Pant, Remya Ajai A S, Nithin Nagaraj
Forest fires are among the most dangerous and unpredictable natural disasters worldwide. Forest fire can be instigated by natural causes or by humans. They are devastating overall,…