Unverified50% confidenceFactExact time
The research team established sufficient conditions for an alternating policy to surpass the single-agent reference upper bound based on CR-SMDP, and derived the experimental budget boundary.
1
Sources
50%
Confidence
Long-term
Relevance
10/12/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe study proposes a recalibration protocol based on a precision-floor approach to correct threshold bias.69% similarUnverified成熟团队往往采取混合策略：用扩量数据打好基础覆盖，用精挑的困难样本进行针对性补短板66% similarUnverifiedThe researchers transfer the population-level conclusions to finite corpora by controlling the gradient error so that it remains manageable relative to the shrinking progress directions along the scale of each parameter66% similarUnverifiedExperiments on open-source LLMs reported in the paper show that adopting the optimal threshold strategy can achieve substantial cost reductions while meeting pre-specified performance budgets.65% similarUnverifiedThe study compared three adaptation strategies: full fine-tuning, LoRA low-rank adaptation, and post-hoc weight-space merging.65% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1001138API
curl https://kongchang.com/api/v1/knowledge/claims/1001138MCP
get_claim(id=1001138)