LAUSR

Interaction-aware agent-based simulation of customer trajectories in retail stores with transformer architectures

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0 Published in 2025 at "Scientific Reports"

DOI: 10.1038/s41598-025-22885-4

Abstract: We propose a Transformer-based generative model that learns socially responsive customer trajectories in retail stores directly from data. Each trajectory is represented as a sequence of symbolic tokens that encode not only the self-location of… read more here.

Keywords: agent; interaction aware; retail stores; trajectories retail ... See more keywords

HIG-Syn: a hypergraph and interaction-aware multigranularity network for predicting synergistic drug combinations

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0 Published in 2025 at "Bioinformatics"

DOI: 10.1093/bioinformatics/btaf215

Abstract: Abstract Motivation Drug combinations can not only enhance drug efficacy but also effectively reduce toxic side effects and mitigate drug resistance. With the advancement of drug combination screening technologies, large amounts of data have been… read more here.

Keywords: interaction aware; syn hypergraph; drug; drug combinations ... See more keywords

Interaction-Aware Transformer Network for Human-Object Interaction Detection

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0 Published in 2025 at "IEEE Transactions on Cybernetics"

DOI: 10.1109/tcyb.2025.3587037

Abstract: human-object interaction (HOI) detection tackles the problem of joint localization and classification of HOIs. Recent HOI detection methods are mainly based on transformer networks, where the explicit priors at the object level (e.g., scene layout,… read more here.

Keywords: detection; interaction aware; level; transformer ... See more keywords

Collision Probability Field Based Interaction-Aware Longitudinal Motion Prediction

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0 Published in 2024 at "IEEE Transactions on Intelligent Transportation Systems"

DOI: 10.1109/tits.2024.3379353

Abstract: In the realm of autonomous driving, motion planning for the ego vehicle necessitates the prediction of surrounding vehicles’ motions. This prediction traditionally relies on object tracking modules containing several sensors to gauge vehicle positions and… read more here.

Keywords: vehicle; interaction aware; prediction; motion ... See more keywords

Interaction-Aware Trajectory Prediction for Safe Motion Planning in Autonomous Driving: A Transformer-Transfer Learning Approach

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0 Published in 2024 at "IEEE Transactions on Intelligent Transportation Systems"

DOI: 10.1109/tits.2025.3588228

Abstract: A critical aspect of safe and efficient motion planning for autonomous vehicles (AVs) is to handle the complex and uncertain behavior of surrounding human-driven vehicles (HDVs). Despite intensive research on driver behavior prediction, existing approaches… read more here.

Keywords: interaction aware; planning autonomous; interaction; aware trajectory ... See more keywords