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Safe and Efficient: A Primal-Dual Method for Offline Convex CMDPs under Partial Data Coverage. SDP4Bit: Toward 4-bit Communication Quantization in Sharded Data Parallelism for LLM Training. Communication Optimization for Distributed GCN Training on ABCI Supercomputer. Asymmetric Graph-Based Deep Reinforcement Learning for Portfolio Optimization. Dynamic multiple access primarily based on deep reinforcement studying for Internet of Things. Fire-Flyer AI-HPC: A cheap Software-Hardware Co-Design for Deep Learning. EnColor: Improving Visual Accessibility with a Deep Encoder-Decoder Image Corrector for Color Vision Deficient Individuals. Progress in the appliance of CNN-Based Image Classification and Recognition in Whole Crop Growth Cycles. EG-TransUNet: a transformer-based U-Net with enhanced and guided fashions for biomedical picture segmentation. The results indicate that the distilled ones outperformed smaller fashions that have been trained with massive scale RL without distillation.