Exact Quantile Balancing and Load-Error Injection for Mixture-of-Experts

arXiv:2609.28053 · cs.LG, cs.CL · Submitted 2026-09-23 · Read on arXiv

cs.LG, cs.CL

Submitted: 2026-09-23

Updated: 2026-09-23

Terminology

• Quantile Balancing — 12× in this paper
• Benchmark — 11× in this paper · explained in 2 episodes
• Ablation — 7× in this paper · explained in 1 episode
• Exact Quantile Balancing — 7× in this paper
• alpha — 7× in this paper · explained in 1 episode
• Accuracy — 6× in this paper · explained in 1 episode
• Load-Error Injection — 6× in this paper
• Transformer — 3× in this paper · explained in 2 episodes
• Homogeneity — 1× in this paper · explained in 2 episodes
• Mixture of Experts — 1× in this paper · explained in 2 episodes
• Mixture-of-Experts (MoE) — 1× in this paper · explained in 7 episodes
• Sparsity — 1× in this paper · explained in 4 episodes
• Verifier — 1× in this paper · explained in 2 episodes

Sources

• Measuring Massive Multitask Language Understanding
• Measuring Mathematical Problem Solving With the MATH Dataset
• Auxiliary-Loss-Free Load Balancing Strategy for Mixture-of-Experts

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