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This paper develops a new framework for program synthesis, called semantics-guided synthesis (SemGuS), that allows a user to provide both the syntax and the semantics for the constructs in the language. SemGuS accepts a recursively defined…

Programming Languages · Computer Science 2020-11-12 Jinwoo Kim , Qinheping Hu , Loris D'Antoni , Thomas Reps

End-to-end autonomous driving systems, predominantly trained through imitation learning, have demonstrated considerable effectiveness in leveraging large-scale expert driving data. Despite their success in open-loop evaluations, these…

Robotics · Computer Science 2025-11-12 Yi Huang , Zhan Qu , Lihui Jiang , Bingbing Liu , Hongbo Zhang

Aerial imagery provides essential global context for autonomous navigation, enabling route planning at scales inaccessible to onboard sensing. We address the problem of generating global costmaps for long-range planning directly from…

Human-interactive robotic systems, particularly autonomous vehicles (AVs), must effectively integrate human instructions into their motion planning. This paper introduces doScenes, a novel dataset designed to facilitate research on…

Computer Vision and Pattern Recognition · Computer Science 2024-12-10 Parthib Roy , Srinivasa Perisetla , Shashank Shriram , Harsha Krishnaswamy , Aryan Keskar , Ross Greer

In computer animation, game design, and human-computer interaction, synthesizing human motion that aligns with user intent remains a significant challenge. Existing methods have notable limitations: textual approaches offer high-level…

Computer Vision and Pattern Recognition · Computer Science 2025-04-24 Yingjie Xi , Jian Jun Zhang , Xiaosong Yang

We deal with the navigation problem where the agent follows natural language instructions while observing the environment. Focusing on language understanding, we show the importance of spatial semantics in grounding navigation instructions…

Computation and Language · Computer Science 2021-05-17 Yue Zhang , Quan Guo , Parisa Kordjamshidi

This paper proposes a nonlinear guidance algorithm for fuel-optimal impulsive trajectories for rendezvous operations close to a reference orbit. The approach involves overparameterized monomial coordinates and a high-order approximation of…

Optimization and Control · Mathematics 2026-01-12 Omar Regantini , Ethan R. Burnett , Antonio Rizza , Alessandro Morselli , Francesco Topputo

Convex free regions provide a structured and optimization-friendly representation of collision-free space for robot navigation in unknown and cluttered environments. However, existing methods typically enlarge local collision-free regions…

Robotics · Computer Science 2026-04-28 Zhicheng Song , Yongjian Li , Kai Chen , Yulin Li , Fan Shi , Jun Ma

Human auditory perception is shaped by moving sound sources in 3D space, yet prior work in generative sound modelling has largely been restricted to mono signals or static spatial audio. In this work, we introduce a framework for generating…

Sound · Computer Science 2025-09-29 Yunyi Liu , Shaofan Yang , Kai Li , Xu Li

Natural language is one of the most intuitive ways to express human intent. However, translating instructions and commands towards robotic motion generation and deployment in the real world is far from being an easy task. The challenge of…

Robotics · Computer Science 2022-09-20 Arthur Bucker , Luis Figueredo , Sami Haddadin , Ashish Kapoor , Shuang Ma , Sai Vemprala , Rogerio Bonatti

Instruction-grounded driving, where passenger language guides trajectory planning, requires vehicles to understand intent before motion. However, most prior instruction-following planners rely on simulation or fixed command vocabularies,…

Computer Vision and Pattern Recognition · Computer Science 2026-02-05 Angel Martinez-Sanchez , Parthib Roy , Ross Greer

While large language models provide strong compositional reasoning, existing reasoning segmentation pipelines fail to transparently connect this reasoning to visual perception. Current methods, such as latent query alignment, are end-to-end…

Computer Vision and Pattern Recognition · Computer Science 2026-05-22 Zhenyu Lu , Liupeng Li , Jinpeng Wang , Haoqian Kang , Yan Feng , Ke Chen , Yaowei Wang

Natural language offers a natural interface for humanoid robots, but existing language-guided humanoid locomotion pipelines remain cumbersome and untrustworthy. They typically decode human motion, retarget it to robot morphology, and then…

Robotics · Computer Science 2025-10-20 Zhe Li , Cheng Chi , Yangyang Wei , Boan Zhu , Yibo Peng , Tao Huang , Pengwei Wang , Zhongyuan Wang , Shanghang Zhang , Chang Xu

Co-speech gesture generation aims to synthesize realistic body movements that are semantically coherent with speech and faithful to a user-specified gestural style. Existing VQ-VAE based co-speech gesture generation methods improve…

Graphics · Computer Science 2026-05-11 Junchuan Zhao , Qifan Liang , Ye Wang

Similar to vision-and-language navigation (VLN) tasks that focus on bridging the gap between vision and language for embodied navigation, the new Rendezvous (RVS) task requires reasoning over allocentric spatial relationships (independent…

Computation and Language · Computer Science 2024-07-01 Tzuf Paz-Argaman , John Palowitch , Sayali Kulkarni , Reut Tsarfaty , Jason Baldridge

Aerial outdoor semantic navigation requires robots to explore large, unstructured environments to locate target objects. Recent advances in semantic navigation have demonstrated open-set object-goal navigation in indoor settings, but these…

Generating receding-horizon motion trajectories for autonomous vehicles in real-time while also providing safety guarantees is challenging. This is because a future trajectory needs to be planned before the previously computed trajectory is…

Robotics · Computer Science 2024-03-20 Jonathan Michaux , Qingyi Chen , Challen Enninful Adu , Jinsun Liu , Ram Vasudevan

The task of visual grounding requires locating the most relevant region or object in an image, given a natural language query. So far, progress on this task was mostly measured on curated datasets, which are not always representative of…

Computer Vision and Pattern Recognition · Computer Science 2020-09-21 Thierry Deruyttere , Simon Vandenhende , Dusan Grujicic , Yu Liu , Luc Van Gool , Matthew Blaschko , Tinne Tuytelaars , Marie-Francine Moens

Construction robotics increasingly relies on natural language processing for task execution, creating a need for robust methods to interpret commands in complex, dynamic environments. While existing research primarily focuses on what tasks…

Robotics · Computer Science 2025-01-30 Mani Amani , Reza Akhavian

Digital testing has emerged as a key paradigm for the development and verification of autonomous maritime navigation systems, yet the availability of realistic and diverse safety-critical encounter scenarios remains limited. Existing…

Machine Learning · Computer Science 2026-03-31 Sijin Sun , Liangbin Zhao , Ming Deng , Xiuju Fu