Ren-Jian Wang

5 papers · 2023–2025 · 4 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (10)

Venues

IJCAI (2) AAAI (1) ICLR (1) ICML (1)

Top co-authors

Chao Qian (5) Ke Xue (5) Cong Guan (1) Jianye Hao (1) Qiang Fu (1) Chengrui Gao (1) Haopu Shang (1) Xiaobin Huang (1) Erlong Liu (1) Dong Li (1)

Research topics

Machine Learning (4) Reinforcement Learning (4) Methods (3) Mathematics & Optimization (2) Learning Types (2) Optimization (2) Optimization & Theory (2) Artificial Intelligence (1) Deep Learning (1) Applications (1) Architectures (1) Core AI (1)

Keywords

evolutionary algorithm (3) policy network (2) quality-diversity algorithm (2) multi-objective optimization (1) shared representation (1) multi-objective reinforcement learning (1) pareto front (1) cooperative coevolution (1) approximation ratio (1) scalarized subproblem (1) decision parts (1) qd algorithms (1) refqd (1) representation learning (1) resource overhead (1) sample efficiency (1) theoretical analysis (1)

Papers

Pareto Set Learning for Multi-Objective Reinforcement Learning AAAI 2025 Quality-Diversity Algorithms Can Provably Be Helpful for Optimization IJCAI 2024 Quality-Diversity with Limited Resources ICML 2024 Sample-Efficient Quality-Diversity by Cooperative Coevolution ICLR 2024 Multi-objective Optimization-based Selection for Quality-Diversity by Non-surrounded-dominated Sorting IJCAI 2023