Generative Explore-Exploit: Training-free Optimization of Generative Recommender Systems using LLM Optimizers.
Lütfi Kerem SenelBesnik FetahuDavis YoshidaZhiyu ChenGiuseppe CastellucciNikhita VedulaJason Ingyu ChoiShervin MalmasiPublished in: CoRR (2024)
Keyphrases
- recommender systems
- generative model
- optimization process
- discriminative learning
- discriminative classifiers
- discriminative training
- collaborative filtering
- optimization methods
- conditional likelihood
- artificial neural networks
- training process
- global optimization
- unsupervised learning
- online learning
- data driven
- e learning
- discriminatively trained
- user profiling
- bayesian network classifiers
- constrained optimization
- matrix factorization
- training examples
- hidden markov models