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Ziliang Feng

3 accepted papers

2026

Action-Geometry Prediction with 3D Geometric Prior for Bimanual Manipulation

CVPR 2026

Bimanual manipulation requires policies that can reason about 3D geometry, anticipate how it evolves under action, and generate smooth, coordinated motions. However, existing methods typically rely on 2D features with limited spatial awareness, or require explicit point clouds that are difficult to

Cited by 0SourcecodeScholar
2026

HeRO: Hierarchical 3D Semantic Representation for Pose-Aware Object Manipulation

ICRA 2026poster

Imitation learning for robotic manipulation has progressed from 2D image policies to 3D representations that explicitly encode geometry. Yet purely geometric policies often lack explicit part-level semantics, which are critical for pose-aware manipulation (e.g., distinguishing a shoe's toe from heel…

2026

REACT-LLM: A Benchmark for Evaluating LLM Integration with Causal Features in Clinical Prognostic Tasks

AAAI 2026technical

Large Language Models (LLMs) and causal learning each hold strong potential for clinical decision making (CDM). However, their synergy remains poorly understood, largely due to the lack of systematic benchmarks evaluating their integration in clinical risk prediction. In real-world healthcare, ident

Cited by 0SourcePDFScholar