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Papers Motion Planning

“Motion Planning” 태그가 달린 논문 1,485편 · 필터 해제

RobotUse: Allocating Computation, Context, and Decisions

2026-10-04 · Junhoo Lee, Injun Baek, Seungyeon Kim, Suhyun Jeon 외 hf

Robot agents must connect their intended actions to observed outcomes while retaining the context needed to revise their choices over repeated attempts. Existing interfaces often leave these choices inside predefined too…

Motion Planning

Training-Free Diffusion Planning with Analytical Local Scores

2026-10-01 · Michael Y. Fatemi, Jinhao Liang, Ferdinando Fioretto arxiv

Path finding and multi-robot motion planning require trajectories that are smooth, goal-directed, and collision-free in environments with complex geometric constraints. Recent diffusion-based planners have shown that tra…

Motion Planning

Coding Agents for Generalized Task and Motion Planning Problems

2026-09-24 · Matteo Merler, Bowen Li, Josh Roy, Yichao Liang 외 hf

Task and motion planning (TAMP) problems remain difficult even with full observability and object-centric states because discrete decisions are tightly coupled to geometric, kinematic, and dynamic constraints. Generalize…

Program SynthesisMotion Planning

Why Do Video Diffusion Models Violate Physics? Unveiling the Flaws in Attention Mechanisms

2026-09-20 · Yueyan Li, Haibo Wang, Caixia Yuan, Xiaojie Wang hf

Despite impressive visual quality, state-of-the-art video diffusion models often generate content that violates real-world physical laws. While existing solutions rely on external priors or specialized data, we investiga…

Motion Planning

Motion planning in high dimensional spaces hybridizing RRT and HAR via position-direction decoupling

2026-09-15 · Frederic Cazals, Nelson Feyeux arxiv

The exploration of high-dimensional spaces remains a challenging problem, in particular in the presence of narrow passages and small clearances. We propose novel sampling-based path-planning methods for high-dimensional …

Motion Planning

PccDiffuser: Multi-solution Motion Planning for Continuum Robots

2026-09-09 · Ke Qiu, Sifan Chen, Si Wang, Rong Xiong 외 arxiv

We present the PccDiffuser, a conditional diffusion framework for continuum robots that learns a multimodal distribution over complete configuration-space paths and samples multiple candidate solutions in parallel, which…

Computational EfficiencyGraph Neural NetworkMotion Planning

One Diffusion Model, Two Roles: Guided Trajectory Planning and Safety-Critical Scenario Generation in Closed-Loop Simulation

2026-09-04 · Arka Pal, Rajesh Kumar, Hannes Eriksson, Rémi Lacombe 외 arxiv

Diffusion probabilistic models can capture the multi-modal, interaction-rich distribution of joint future trajectories in driving scenes. We show that a single pretrained diffusion traffic model can serve two complementa…

Trajectory PlanningAutonomous DrivingMotion Planning

Plan Along the Way: Event-Triggered Foundation-Model Planning for TAMP Execution in Partially Observable Manipulation

2026-08-28 · Puru Ojha, Narendhiran Vijayakumar, Nav Singhal, Girish Varma 외 arxiv

Manipulation in partially observable environments requires planning under incomplete scene information. In such settings, an initially valid plan may execute successfully yet remain insufficient for task completion. Exis…

Motion Planning

Embodied Scene Rearrangement Planning

2026-08-27 · Canzhi Chen, Zan Wang, Siqi Zhu, Qi Wu 외 arxiv

This paper introduces Embodied Scene Rearrangement Planning (ESRP), a novel task requiring embodied agents to rearrange furniture in 3D scenes to match a target configuration using only egocentric observations and a top-…

Scene UnderstandingMotion Planning

Active sensing to characterize the heterogeneity of plant stress

2026-08-27 · Ayman Laaroussi, Peter Hanappe, David Colliaux arxiv

While most phenotyping platforms rely primarily on image-based measurements, advanced plant characterization requires the integration of active physiological sensing modali- ties such as chlorophyll fluorescence. We pres…

Motion Planning

Pass the Bucket: Efficient, Robust, Local Load Balancing for Teams of Heterogeneous Robots

2026-08-27 · Tobias Wallner, Dominik Krupke, Arne Schmidt, Sándor P. Fekete arxiv

We study the problem of decentralized, self-organized task sharing for a swarm of heterogeneous robots that collaborate in transportation or other objectives that require coordinated motion planning. To this end, we pres…

Motion Planning

Anytime Global Tensor Motion Planning

2026-08-26 · Sai Coumar, An T. Le, Zachary Kingston arxiv

Global Tensor Motion Planning (GTMP) solves motion planning with batched tensor operations over a layered multipartite graph. We generalize GTMP so that adjacent-layer edges are realized by any black-box local planner (e…

Motion Planning

Leveraging Inter-object Affordances for Efficient Planning in Contact-rich Tasks

2026-08-26 · Pouya P. Niaz, Justus Piater, Alejandro Agostini arxiv

Traditional task-and-motion planning (TAMP) approaches primarily focus on defining sequences of actions along with the necessary geometric and kinematic constraints to execute long-horizon tasks. However, their applicabi…

Motion Planning

Macro-Operator Generation and Predicate Selection for TAMP Operator Learning

2026-08-23 · Can Emir Bora, Emre Ugur arxiv

Creating symbolic operators by hand is one of the main bottlenecks in deploying Task and Motion Planning systems (TAMP). Recent works show that these operators can instead be learned directly from demonstration data. Exi…

Motion Planning

Fast Coordinated Bimanual Motion Planning With Hard Constraints

2026-08-21 · Borna Paro, Luka Petrović, Ivan Marković arxiv

Bimanual manipulation enables complex tasks but introduces added complexity from the high number of degrees of freedom involved. When handling rigid objects, the relative transformation between the two end effectors must…

Motion Planning

Towards Professional Tennis Styles for Humanoid Robots with Adaptive Motion Planning and Tracking

2026-08-20 · Tao Huang, Ruofei Liu, Xuchen Tang, Xinyin Zhang 외 arxiv

Humanoid robots have recently demonstrated promising capabilities in real-world ball sports. However, achieving professional motion styles while maintaining strong task performance remains challenging. In this work, we p…

Motion Planning

Evidence-Gated Task and Motion Planning with Vision-Language Models

2026-08-20 · Tsunehiko Tanaka, Matthew Stephenson, Alistair Macvicar, Edgar Simo-Serra arxiv

Robots executing long-horizon manipulation tasks from natural-language instructions must reason about both semantic task structure and geometric feasibility. However, under partial observability, the availability of goal…

Motion Planning

Keeping the Franka Emika Panda alive: a ROS 2 stack with a reliable position interface

2026-08-20 · Antonio Langella, Davide Risi, Vincenzo Petrone, Enrico Ferrentino 외 arxiv

This paper presents an open-source software stack that restores ROS 2 support for the Franka Emika Panda robot while resolving the long-standing unreliability of its external position control interface. We first analyze …

Motion Planning

Backward Layout Search for Sequence-Constrained Robotic Assembly

2026-08-19 · Xi Zhang, Jiancong Dai, Hao Chen, Zhengtao Hu 외 arxiv

Robotic assembly layout planning must determine the assembly site and the initial pose of each part while ensuring collision-free execution of a prescribed assembly sequence. This problem is challenging because the obsta…

Motion Planning

When Automata Meet Streams: Temporal Logic Compilation for Stream-Based Robotics Task and Motion Planning

2026-08-19 · Sayem Nazmuz Zaman, Cyrus Neary arxiv

Stream-based robotics Task and Motion Planning (TAMP) integrates discrete symbolic planning with dynamically generated continuous geometric parameters, such as poses, grasps, and trajectories. However, stream-based plann…

Motion Planning
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