An active-inference agent builds real-time topological maps and plans adaptive trajectories for exploration and goal-reaching in robotics without pre-training.
Neural topological SLAM for visual navigation.CoRR, abs/2005.12256, 2020
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LASAR pairs a dual-memory system with spatio-temporal contrastive learning to induce latent cognitive maps, reporting 2-3.5% zero-shot gains on VLN-CE and VSI-Bench plus high map self-consistency.
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Bio-Inspired Topological Autonomous Navigation with Active Inference in Robotics
An active-inference agent builds real-time topological maps and plans adaptive trajectories for exploration and goal-reaching in robotics without pre-training.
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LASAR: Towards Spatio-temporal Reasoning with Latent Cognitive Map
LASAR pairs a dual-memory system with spatio-temporal contrastive learning to induce latent cognitive maps, reporting 2-3.5% zero-shot gains on VLN-CE and VSI-Bench plus high map self-consistency.