Unverified50% confidenceSolutionExact time
DeepSeek-V3 采用无辅助损失的负载均衡策略，通过为每个专家引入可学习的偏置项来自动学习合理的负载分配
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
9/5/2026
First Seen
Valid until: 12/4/2026
Sources
Related Entities
Related Claims
UnverifiedDeepSeek V4结合细粒度专家切片与共享专家机制，并引入无辅助损失的负载均衡策略以防止专家塌陷79% similarVerifiedDeepSeek-V3采用动态偏置项而非额外损失函数来实现负载均衡，避免了辅助损失对模型质量的负面影响78% similarVerifiedDeepSeek 通过引入辅助损失函数强制均衡各专家的负载以解决专家坍缩问题78% similarUnverifiedDeepSeek-V2引入了无辅助损失的负载均衡策略以减少训练干扰78% similarVerifiedDeepSeek在MoE路由策略上引入了无辅助损失负载均衡等创新，提升了专家利用率77% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/860209API
curl https://kongchang.com/api/v1/knowledge/claims/860209MCP
get_claim(id=860209)