Unverified50% confidenceFactExact time
The enrichment strategy also mitigates the class imbalance problem in flow-regime classification.
1
Sources
50%
Confidence
Long-term
Relevance
11/5/2026
First Seen
Sources
Related Entities
Related Claims
Unverified在大多数复杂优化问题中,贪心策略会陷入局部极值而非全局极值68% similarUnverifiedParallel chains of thought suffer from diversity collapse, where multiple parallel reasoning paths gradually converge, diluting the value of parallel sampling.65% similarUnverifiedThe competitive bottom assumption breaks down when a single agent dominates, distillation quality is poor, or prompts are highly heterogeneous; the mitigation is to introduce a reserve price based on the historical difficulty of prompts, and if no agent bids above the reserve price, fall back to a default high-capability agent.64% similarUnverifiedGuidance strength is a key hyperparameter of reward guidance: too strong causes reduced sample diversity and mode collapse, while too weak makes the guidance effect不明显.63% similarUnverifiedA "leaderboard gaming" phenomenon has emerged in the industry—optimizing models for leaderboard characteristics rather than improving actual capability.63% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1137848API
curl https://kongchang.com/api/v1/knowledge/claims/1137848MCP
get_claim(id=1137848)