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Minghao Zhao

4 accepted papers

2025

Enhancing Portfolio Optimization via Heuristic-Guided Inverse Reinforcement Learning with Multi-Objective Reward and Graph-based Policy Learning

IJCAI 2025

Portfolio optimization encounters persistent challenges in adapting to dynamic markets due to static assumptions and high-dimensional decision spaces. Although reinforcement learning (RL) has emerged as a potential solution, conventional reward engineering often fails to capture complex market dynam

2025

SDAFE: A Dual-filter Stable Diffusion Data Augmentation Method for Facial Expression Recognition

ICASSP 2025accepted

Facial expressions are a powerful medium for conveying emotions. In facial expression recognition (FER) field, the difficulty of collecting specific expressions often leads to class imbalance in mainstream datasets, significantly reducing the classification accuracy of deep neural networks. To addre…

Cited by 0SourceScholar
2024

EnMatch: Matchmaking for Better Player Engagement via Neural Combinatorial Optimization

AAAI 2024technical

Matchmaking is a core task in e-sports and online games, as it contributes to player engagement and further influences the game's lifecycle. Previous methods focus on creating fair games at all times. They divide players into different tiers based on skill levels and only select players from the sam…

Cited by 3SourcePDFScholar
2022

MLP4Rec: A Pure MLP Architecture for Sequential Recommendations

IJCAI 2022poster

Self-attention models have achieved state-of-the-art performance in sequential recommender systems by capturing the sequential dependencies among user-item interactions. However, they rely on positional embeddings to retain the sequential information, which may break the semantics of item embeddings…