2025
Open and real-world human-AI coordination by heterogeneous training with communication.
Frontiers Comput. Sci., April, 2025
Open3DBench: Open-Source Benchmark for 3D-IC Backend Implementation and PPA Evaluation.
CoRR, March, 2025
Offline Model-Based Optimization by Learning to Rank.
Proceedings of the Thirteenth International Conference on Learning Representations, 2025
Timing-Driven Global Placement by Efficient Critical Path Extraction.
Proceedings of the Design, Automation & Test in Europe Conference, 2025
Pareto Set Learning for Multi-Objective Reinforcement Learning.
Proceedings of the AAAI-25, Sponsored by the Association for the Advancement of Artificial Intelligence, February 25, 2025
2024
One by One, Continual Coordinating with Humans via Hyper-Teammate Identification.
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Trans. Mach. Learn. Res., 2024
Monte Carlo Tree Search based Space Transfer for Black-box Optimization.
CoRR, 2024
Neural Solver Selection for Combinatorial Optimization.
CoRR, 2024
Escaping Local Optima in Global Placement.
CoRR, 2024
Reinforced In-Context Black-Box Optimization.
CoRR, 2024
Monte Carlo Tree Search based Space Transfer for Black Box Optimization.
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024
Reinforcement Learning Policy as Macro Regulator Rather than Macro Placer.
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024
Towards Generalizable Neural Solvers for Vehicle Routing Problems via Ensemble with Transferrable Local Policy.
Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, 2024
Quality-Diversity Algorithms Can Provably Be Helpful for Optimization.
Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence, 2024
Quality-Diversity with Limited Resources.
Proceedings of the Forty-first International Conference on Machine Learning, 2024
Offline Multi-Objective Optimization.
Proceedings of the Forty-first International Conference on Machine Learning, 2024
Sample-Efficient Quality-Diversity by Cooperative Coevolution.
Proceedings of the Twelfth International Conference on Learning Representations, 2024
Stochastic Bayesian Optimization with Unknown Continuous Context Distribution via Kernel Density Estimation.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024
2023
Diversity from Human Feedback.
CoRR, 2023
Macro Placement by Wire-Mask-Guided Black-Box Optimization.
CoRR, 2023
Fast Teammate Adaptation in the Presence of Sudden Policy Change.
Proceedings of the Uncertainty in Artificial Intelligence, 2023
Macro Placement by Wire-Mask-Guided Black-Box Optimization.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023
Multi-objective Optimization-based Selection for Quality-Diversity by Non-surrounded-dominated Sorting.
Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023
Robust Multi-Agent Coordination via Evolutionary Generation of Auxiliary Adversarial Attackers.
Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023
2022
Heterogeneous Multi-agent Zero-Shot Coordination by Coevolution.
CoRR, 2022
Monte Carlo Tree Search based Variable Selection for High Dimensional Bayesian Optimization.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
Multi-agent Dynamic Algorithm Configuration.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
Evolutionary Diversity Optimization with Clustering-based Selection for Reinforcement Learning.
Proceedings of the Tenth International Conference on Learning Representations, 2022
2021
Evolutionary Gradient Descent for Non-convex Optimization.
Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021
2020
Bayesian Optimization using Pseudo-Points.
Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020
2018
Metastatic breast cancer: characterization of axillary sentinel lymph node (SLN) on the preoperative spectral CT.
Proceedings of the 14th International Workshop on Breast Imaging, 2018