4 papers
Temporal Graph Network: Hallucination Detection in Multi-Turn Conversation
Vidhi Rathore, Sambu Aneesh, Himanshu Singh
Hallucinations can be produced by conversational AI systems, particularly in multi-turn conversations where context changes and contradictions may eventually surface. By representi…
Causal Manifold Fairness: Enforcing Geometric Invariance in Representation Learning
Vidhi Rathore
Fairness in machine learning is increasingly critical, yet standard approaches often treat data as static points in a high-dimensional space, ignoring the underlying generative str…
BlackBoxToBlueprint: Extracting Interpretable Logic from Legacy Systems using Reinforcement Learning and Counterfactual Analysis
Vidhi Rathore
Modernizing legacy software systems is a critical but challenging task, often hampered by a lack of documentation and understanding of the original system's intricate decision logi…
Achieving Fair PCA Using Joint Eigenvalue Decomposition
Vidhi Rathore, Naresh Manwani
Principal Component Analysis (PCA) is a widely used method for dimensionality reduction, but it often overlooks fairness, especially when working with data that includes demographi…