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Aug 29, 2026 Hydra: A Navigation World Action Model with Discrete Latent Planning and Continuous Flow-Matching Execution introduces a unified world model and planner that can perform planning in latent space is on arXiv.
Jul 08, 2026 HumAIN: Human-Aware Implicit Social Robot Navigation was accepted at IROS 2026.
Jun 30, 2026 Received a $10,000 Microsoft Azure Compute Grant through the Microsoft Research Accelerator Program to support the Hydra project.
Jun 15, 2026 Received the Best Student Presentation Award at the 1st Workshop on Long-term Deployments in the Wild (LoWi) at IEEE ICRA 2026 in Vienna, Austria, for the presentation of VertiFormer.
Feb 12, 2026 Zero-Shot Adaptation to Robot Structural Damage via Natural Language-Informed Kinodynamics Modeling introduces language-informed kinodynamics modeling for zero-shot adaptation to robot structural damage is on arXiv.
Feb 01, 2025 VertiFormer: A Data-Efficient Multi-Task Transformer for Off-Road Robot Mobility combines dynamics learning and planning for off-road navigation is on arXiv.
Dec 30, 2024 Social-LLaVA: Enhancing Robot Navigation through Human-Language Reasoning in Social Spaces introduces a vision-language model and dataset for human-like reasoning in socially aware robot navigation was accepted at IROS 2025.
Oct 01, 2024 M2P2: A Multi-Modal Passive Perception Dataset for Off-Road Mobility in Extreme Low-Light Conditions was accepted at IROS 2025.
Sep 17, 2024 VertiCoder: Self-Supervised Kinodynamic Representation Learning on Vertically Challenging Terrain was accepted at ICRA 2025.
Jul 08, 2024 Traverse the Non-Traversable: Estimating Traversability for Wheeled Mobility on Vertically Challenging Terrain is on arXiv.
Jul 01, 2024 Both VANP and TAL were accepted at IROS 2024.
Mar 25, 2024 VANP and TAL two models that use SSL to understand the surrounding in indoor/outdoor environments and vertically challenging terrains are on arXiv.
Feb 10, 2024 CAHSOR: Competence-Aware High-Speed Off-Road Ground Navigation that uses SSL to augment vision space with IMU data is on arXiv.
Jan 14, 2024 Verti-wheelers was accepted at ICRA 2024.
Jun 30, 2023 MuSoHu: A Large-Scale, Multi-Modal, Social Human Navigation Dataset was accepted at IROS 2023.