3 papers
cs.LG2024
Data-Centric Approach to Constrained Machine Learning: A Case Study on Conway's Game of Life
Anton Bibin, Anton Dereventsov
This paper focuses on a data-centric approach to machine learning applications in the context of Conway's Game of Life. Specifically, we consider the task of training a minimal arc…
cs.AI2023
Zero-Shot Recommendations with Pre-Trained Large Language Models for Multimodal Nudging
Rachel M. Harrison, Anton Dereventsov, Anton Bibin
We present a method for zero-shot recommendation of multimodal non-stationary content that leverages recent advancements in the field of generative AI. We propose rendering inputs…
cs.IR2022
Simulated Contextual Bandits for Personalization Tasks from Recommendation Datasets
Anton Dereventsov, Anton Bibin
We propose a method for generating simulated contextual bandit environments for personalization tasks from recommendation datasets like MovieLens, Netflix, Last.fm, Million Song, e…