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[NeurIPS 2026] Linguistic Trajectory Encoding (LTE): object-centric spatiotemporal memory for embodied agents. CPU and real-video demos with SAM3, ViPE, DINOv2, and Qwen3-VL. Spatial Memory Benchmark (SMB). arXiv:2609.04802.