Unverified50% confidenceFactExact time
The time for PathFM to generate multiple paths for a single sequence is roughly equivalent to the time of one quantile model query.
1
Sources
50%
Confidence
Long-term
Relevance
10/16/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedPathFM uses flow matching to generate complete future paths.59% similarUnverifiedThe paper "Multi-Agent Pathfinding: Definitions, Variants, and Benchmarks" by Stern et al. systematically surveys MAPF problem definitions and variant classifications.57% similarUnverifiedCommon implementations of tiered routing include rule-based length/perplexity thresholds, using small classifiers to predict query complexity scores, and cascade routing (where a weak model attempts first and then decides whether to escalate).56% similarUnverifiedBFS借助队列实现，从源节点逐层访问相邻节点，时间复杂度为O(V+E)，是求无权图最短路径的经典方法55% similarUnverifiedThe indexed path indexes and computes by expert according to routing results, while the grouped path aggregates multiple tokens for the same expert into a batch for unified processing to better leverage batched matrix operation capabilities.53% similar
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