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cs.LG2026
Latent-Space Contrastive Reinforcement Learning for Stable and Efficient LLM Reasoning
Lianlei Shan, Han Chen, Yixuan Wang +2
While Large Language Models (LLMs) demonstrate exceptional performance in surface-level text generation, their nature in handling complex multi-step reasoning tasks often remains o…
cs.LG2024
The Binary Quantized Neural Network for Dense Prediction via Specially Designed Upsampling and Attention
Xingyu Ding, Lianlei Shan, Guiqin Zhao +3
Deep learning-based information processing consumes long time and requires huge computing resources, especially for dense prediction tasks which require an output for each pixel, l…