activity
20242026
most citedEigenvalues as a Metric for Memory Dynamics in Sequence Models

1 citations · 1 across the 3 of their papers we have counts for

collaborators

5 papers

cs.RO2026

VIGOR-MPC: Vision-Guided Objective Regulation MPC

Jelena Trisovic, Rahel Rickenbach, Marek Landert +2

Controlling an agent in an environment solely perceived through onboard vision is challenging: perception yields noisy, variable-length, and partially occluded context, while onboa…

cs.LG2026

Uncertainty-Aware RL-Controlled Adaptive 3D Mapping

Alpay Ozkan, Tunc Ozan Aydin, Marc Pollefeys +2

Voxel-based volumetric mapping is fundamental to 3D reconstruction, yet fixed-resolution grids remain inherently inefficient - wasting memory in uniform regions and losing detail i…

cs.LG2025★ 1 cited

Eigenvalues as a Metric for Memory Dynamics in Sequence Models

Rahel Rickenbach, Jelena Trisovic, Alexandre Didier +2

While softmax attention drives state-of-the-art performance in sequence modeling, its quadratic complexity motivates linear alternatives such as state space models (SSMs). Structur…

eess.SY2025

Predictive Control for Driving under Uncertain Road Geometry Estimated from Onboard Vision

Jelena Trisovic, Andrea Carron, Melanie N. Zeilinger

Autonomous vehicles driving on unknown roads must estimate the road geometry from onboard sensors and follow the resulting reference while respecting road boundaries. When the perc…

eess.SY2024

Moving Horizon Estimation for Simultaneous Localization and Mapping with Robust Estimation Error Bounds

Jelena Trisovic, Alexandre Didier, Simon Muntwiler +1

This paper presents a robust moving horizon estimation (MHE) approach with provable estimation error bounds for solving the simultaneous localization and mapping (SLAM) problem. We…