4 papers
Project Ariadne: A Structural Causal Framework for Auditing Faithfulness in LLM Agents
Sourena Khanzadeh
As Large Language Model (LLM) agents are increasingly tasked with high-stakes autonomous decision-making, the transparency of their reasoning processes has become a critical safety…
Breadth-First Search vs. Restarting Random Walks for Escaping Uninformed Heuristic Regions
Daniel Platnick, Dawson Tomasz, Eamon Earl +2
Greedy search methods like Greedy Best-First Search (GBFS) and Enforced Hill-Climbing (EHC) often struggle when faced with Uninformed Heuristic Regions (UHRs) like heuristic local…
AgentMesh: A Cooperative Multi-Agent Generative AI Framework for Software Development Automation
Sourena Khanzadeh
Software development is a complex, multi-phase process traditionally requiring collaboration among individuals with diverse expertise. We propose AgentMesh, a Python-based framewor…
GANsemble for Small and Imbalanced Data Sets: A Baseline for Synthetic Microplastics Data
Daniel Platnick, Sourena Khanzadeh, Alireza Sadeghian +1
Microplastic particle ingestion or inhalation by humans is a problem of growing concern. Unfortunately, current research methods that use machine learning to understand their poten…