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🚀 Just published: "Auxiliary-Loss-Free Load Balancing Strategy for Mixture-of-Experts" 🌐

Introducing Loss-Free Balancing—our latest innovation in MoE models that ditches the need for auxiliary loss. By dynamically adjusting expert biases, we ensure optimal load balance without the side effects of unwanted gradients. Validated on models up to 3B parameters, our approach delivers better validation loss and load balance than traditional methods.

Technical report: arxiv.org/abs/2408.15664



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🚀 Just published: "Auxiliary-Loss-Free Load Balancing Strategy for Mixture-of-Experts" 🌐

Introducing Loss-Free Balancing—our latest innovation in MoE models that ditches the need for auxiliary loss. By dynamically adjusting expert biases, we ensure optimal load balance without the side effects of unwanted gradients. Validated on models up to 3B parameters, our approach delivers better validation loss and load balance than traditional methods.

Technical report: arxiv.org/abs/2408.15664

BY DeepSeek




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The global forecast for the Asian markets is murky following recent volatility, with crude oil prices providing support in what has been an otherwise tough month. The European markets were down and the U.S. bourses were mixed and flat and the Asian markets figure to split the difference.The TSE finished modestly lower on Friday following losses from the financial shares and property stocks.For the day, the index sank 15.09 points or 0.49 percent to finish at 3,061.35 after trading between 3,057.84 and 3,089.78. Volume was 1.39 billion shares worth 1.30 billion Singapore dollars. There were 285 decliners and 184 gainers.

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