Per-operation reliability-gate specialization and no-gate evaluation
Investigate whether separating the three reliability components—pose, bearing, and distance—by operation, rather than applying a single conservative joint gate, improves reliability-aware sparse route memory for round-trip vision-language navigation, and determine the effect of removing the reliability gate entirely.
References
The three reliability components are combined by a conservative joint (AND) gate rather than authorising separate operations, so the present results do not isolate the value of per-operation specialisation against a single shared confidence; that separation, and a no-gate control, are left to future work.
— Reliability-Aware Sparse Route Memory for Round-Trip Vision-Language Navigation
(2609.34163 - Long et al., 28 Sep 2026) in Discussion and Conclusion, limitations paragraph