3 papers
cs.AI2025
Natural Language Edge Labelling: Decoupling Intent from Execution in Structured LM Reasoning
Abhinav Madahar
Controllers for structured LM reasoning (e.g., Chain-of-Thought, self-consistency, and Tree-of-Thoughts) often entangle what to try next with how to execute it, exposing only coars…
cs.AI2025
Lateral Tree-of-Thoughts Surpasses ToT by Incorporating Logically-Consistent, Low-Utility Candidates
Abhinav Madahar
Modern deployments increasingly allocate large test-time compute (thousands of tokens or many node expansions) to boost reliability. Under such budgets, standard Tree-of-Thoughts-s…
cs.NE2017
Application of a Shallow Neural Network to Short-Term Stock Trading
Abhinav Madahar, Yuze Ma, Kunal Patel
Machine learning is increasingly prevalent in stock market trading. Though neural networks have seen success in computer vision and natural language processing, they have not been…