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Let’s reward step-by-step: Step-aware con- trastive alignment for vision-language navigation in continuous environments

2 Pith papers cite this work. Polarity classification is still indexing.

2 Pith papers citing it

citation-role summary

baseline 1

citation-polarity summary

fields

cs.RO 2

years

2026 2

verdicts

UNVERDICTED 2

roles

baseline 1

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baseline 1

representative citing papers

What Limits Vision-and-Language Navigation ?

cs.RO · 2026-05-13 · unverdicted · novelty 5.0

StereoNav reaches new benchmark highs on R2R-CE and RxR-CE and improves real-robot reliability by supplying persistent target-location priors and stereo-derived geometry that stay stable under lighting changes and blur.

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Showing 2 of 2 citing papers.

  • What Limits Vision-and-Language Navigation ? cs.RO · 2026-05-13 · unverdicted · none · ref 49

    StereoNav reaches new benchmark highs on R2R-CE and RxR-CE and improves real-robot reliability by supplying persistent target-location priors and stereo-derived geometry that stay stable under lighting changes and blur.

  • LiveVLN: Breaking the Stop-and-Go Loop in Vision-Language Navigation cs.RO · 2026-04-21 · unverdicted · none · ref 24

    LiveVLN enables smoother vision-language navigation by overlapping action execution with ongoing observation processing, preserving benchmark scores while cutting real-world waiting time by up to 77.7 percent.