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cs.AI2026
Order-Consistent Latent Geometry for Reliable Short-Horizon Planning in World Models
Junlin Wu, Wen Fan, Dandan Zhang
Latent planners often rank candidate action sequences by terminal Euclidean distance to a goal latent. Exact agreement with transition distance would make this score ideal, but is…
cs.RO2026
Conformal Reachability for Safe Control in Unknown Environments
Xinhang Ma, Junlin Wu, Yiannis Kantaros +1
Designing provably safe control is a core problem in trustworthy autonomy. However, most prior work in this regard assumes either that the system dynamics are known or deterministi…