Benyu Zhang
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View article: RecoWorld: Building Simulated Environments for Agentic Recommender Systems
RecoWorld: Building Simulated Environments for Agentic Recommender Systems Open
We present RecoWorld, a blueprint for building simulated environments tailored to agentic recommender systems. Such environments give agents a proper training space where they can learn from errors without impacting real users. RecoWorld d…
View article: GEM: Empowering LLM for both Embedding Generation and Language Understanding
GEM: Empowering LLM for both Embedding Generation and Language Understanding Open
Large decoder-only language models (LLMs) have achieved remarkable success in generation and reasoning tasks, where they generate text responses given instructions. However, many applications, e.g., retrieval augmented generation (RAG), st…
View article: FedMM: Saddle Point Optimization for Federated Adversarial Domain Adaptation
FedMM: Saddle Point Optimization for Federated Adversarial Domain Adaptation Open
Federated adversary domain adaptation is a unique distributed minimax training task due to the prevalence of label imbalance among clients, with each client only seeing a subset of the classes of labels required to train a global model. To…
View article: Secure Privacy-Preserving Association Rule Mining With Single Cloud Server
Secure Privacy-Preserving Association Rule Mining With Single Cloud Server Open
To preserve the privacy of data uploaded on the cloud, it is widely accepted to encrypt the data before uploading it. This leads to the challenge of data analysis, especially association rule mining while protecting data privacy. As one of…