← Search

Junren Xiao

3 accepted papers

2025

Optimizing the Unknown: Black Box Bayesian Optimization with Energy-Based Model and Reinforcement Learning

NeurIPS 2025poster

Existing Bayesian Optimization (BO) methods typically balance exploration and exploitation to optimize costly objective functions. However, these methods often suffer from a significant one-step bias, which may lead to convergence toward local optima and poor performance in complex or high-dimension…

Cited by 0SourceScholar
2025

RGB-Event ISP: The Dataset and Benchmark

ICLR 2025poster

Event-guided imaging has received significant attention due to its potential to revolutionize instant imaging systems. However, the prior methods primarily focus on enhancing RGB images in a post-processing manner, neglecting the challenges of image signal processor (ISP) dealing with event sensor a…

2025

Towards Continuous Reuse of Graph Models via Holistic Memory Diversification

ICLR 2025poster

This paper addresses the challenge of incremental learning in growing graphs with increasingly complex tasks. The goal is to continuously train a graph model to handle new tasks while retaining proficiency in previous tasks via memory replay. Existing methods usually overlook the importance of memor…

Cited by 0SourcePDFScholar