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econ.EM2023
Choice Models and Permutation Invariance: Demand Estimation in Differentiated Products Markets
Amandeep Singh, Ye Liu, Hema Yoganarasimhan
Choice modeling is at the core of understanding how changes to the competitive landscape affect consumer choices and reshape market equilibria. In this paper, we propose a fundamen…
cs.LG2023
Interpretable Anomaly Detection in Cellular Networks by Learning Concepts in Variational Autoencoders
Amandeep Singh, Michael Weber, Markus Lange-Hegermann
This paper addresses the challenges of detecting anomalies in cellular networks in an interpretable way and proposes a new approach using variational autoencoders (VAEs) that learn…
cs.CL2023
Can LLMs Capture Human Preferences?
Ali Goli, Amandeep Singh
We explore the viability of Large Language Models (LLMs), specifically OpenAI's GPT-3.5 and GPT-4, in emulating human survey respondents and eliciting preferences, with a focus on…