9 papers
Cogniscope: A Synthetic Longitudinal Benchmark and Browser-Based Evaluation Framework for Early-Risk Cognitive AI Systems
Mahfuza Farooque, Ananya Drishti, Mukhil Muruganantham Prakaash +3
We present Cogniscope, an open evaluation framework for studying longitudinal early-risk AI systems under controlled behavioral drift, sparse observations, delayed evidence, and he…
A Pilot Benchmark for NL-to-FOL Translation in Planetary Exploration
Hayden Moore, Suman Saha, Mahfuza Farooque
Future planetary exploration envisions autonomous robotic agents operating under severe communication constraints, without global positioning, and with minimal human intervention.…
VeriTrans: Fine-Tuned LLM-Assisted NL-to-PL Translation via a Deterministic Neuro-Symbolic Pipeline
Xuan Liu, Dheeraj Kodakandla, Kushagra Srivastva +1
\textbf{VeriTrans} is a reliability-first ML system that compiles natural-language requirements into solver-ready logic with validator-gated reliability. The pipeline integrates an…
Cogniscope: Modeling Social Media Interactions as Digital Biomarkers for Early Detection of Cognitive Decline
Ananya Drishti, Mahfuza Farooque
Alzheimer's disease (AD) and its prodromal stage, Mild Cognitive Impairment (MCI), are associated with subtle declines in memory, attention, and language that often go undetected u…
LangSAT: A Novel Framework Combining NLP and Reinforcement Learning for SAT Solving
Muyu Pan, Matthew Walter, Dheeraj Kodakandla +1
Our work presents a novel reinforcement learning (RL) based framework to optimize heuristic selection within the conflict-driven clause learning (CDCL) process, improving the effic…
Fine-Tuned Large Language Models for Logical Translation: Reducing Hallucinations with Lang2Logic
Muyu Pan, Dheeraj Kodakandla, Mahfuza Farooque
Recent advances in natural language processing (NLP), particularly large language models (LLMs), have motivated the automatic translation of natural language statements into formal…