Bighead's Algorithm Notes
Bighead's Algorithm Notes
Dec 30, 2025 · Artificial Intelligence

MaGNet: Dual‑Hypergraph Mamba Network for Time‑Causal and Global Stock Trend Forecasting

MaGNet introduces a three‑component architecture—MAGE block with bidirectional Mamba, adaptive gating and sparse MoE, 2‑D spatio‑temporal attention, and a dual hypergraph framework (time‑causal and global probability hypergraphs)—that outperforms 17 baselines on six major stock indices in both prediction accuracy and risk‑adjusted returns.

HypergraphMaGNetMamba
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MaGNet: Dual‑Hypergraph Mamba Network for Time‑Causal and Global Stock Trend Forecasting
Programmer DD
Programmer DD
Dec 17, 2020 · Artificial Intelligence

Can Huang’s Law Double AI Performance Every Two Years? NVIDIA GTC 2020 Insights

At NVIDIA’s GTC China 2020, chief scientist Bill Dally highlighted the “Huang’s Law” predicting GPU-driven AI performance to double biennially, introduced projects like MAGNet, optical interconnects, and the Legate programming model, and discussed the broader implications for AI ecosystem development and industry adoption.

AI performanceGPUHuang's Law
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Can Huang’s Law Double AI Performance Every Two Years? NVIDIA GTC 2020 Insights