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Jiahua Ma

4 accepted papers

2026

TouchGuide: Inference-Time Steering of Visuomotor Policies via Touch Guidance

RSS 2026poster

Fine-grained and contact-rich manipulation remain challenging for robots, largely due to the underutilization of tactile feedback. To address this, we introduce TouchGuide, a novel cross-policy visuo-tactile fusion paradigm that fuses modalities within a low-dimensional action space. Specifically, T…

Cited by 0SourceScholar
2025

CDP: Towards Robust Autoregressive Visuomotor Policy Learning via Causal Diffusion

CoRL 2025poster

Diffusion Policy (DP) enables robots to learn complex behaviors by imitating expert demonstrations through action diffusion. However, in practical applications, hardware limitations often degrade data quality, while real-time constraints restrict model inference to instantaneous state and scene obse…

Cited by 0SourceScholar
2025

Ensuring Force Safety in Vision-Guided Robotic Manipulation via Implicit Tactile Calibration

CoRL 2025poster

In unstructured environments, robotic manipulation tasks involving objects with constrained motion trajectories—such as door opening—often experience discrepancies between the robot's vision-guided end-effector trajectory and the object's constrained motion path. Such discrepancies generate uninten…

Cited by 0SourceScholar
2025

Reinventing Multi-Agent Collaboration through Gaussian-Image Synergy in Diffusion Policies

NeurIPS 2025poster

Despite significant advances in robotic policy generation, effective coordination in embodied multi-agent systems remains a fundamental challenge—particularly in scenarios where agents must balance individual perspectives with global environmental awareness. Existing approaches often struggle to bal…

Cited by 0SourceScholar