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cs.LG2025
OpenGrok: Enhancing SNS Data Processing with Distilled Knowledge and Mask-like Mechanisms
Lumen AI, Zaozhuang No. 28 Middle School, Shihao Ji +6
This report details Lumen Labs' novel approach to processing Social Networking Service (SNS) data. We leverage knowledge distillation, specifically a simple distillation method ins…
cs.LG2025
Chinese Stock Prediction Based on a Multi-Modal Transformer Framework: Macro-Micro Information Fusion
Lumen AI, Tengzhou No. 1 Middle School, Shihao Ji +6
This paper proposes an innovative Multi-Modal Transformer framework (MMF-Trans) designed to significantly improve the prediction accuracy of the Chinese stock market by integrating…
cs.LG2025
Transformer^-1: Input-Adaptive Computation for Resource-Constrained Deployment
Lumen AI, Tengzhou No. 1 Middle School, Shihao Ji +6
Addressing the resource waste caused by fixed computation paradigms in deep learning models under dynamic scenarios, this paper proposes a Transformer architecture based on…