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Zheng Sun

9 accepted papers

2026

A Hyperspectral Imaging Guided Robotic Grasping System

ICRA 2026poster

Hyperspectral imaging is an advanced technique for precisely identifying and analyzing materials or objects. However, its integration with robotic grasping systems has so far been explored due to the deployment complexities and prohibitive costs. Within this paper, we introduce a novel hyperspectral…

2026

Decouple to Generalize: Context-First Self-Evolving Learning for Data-Scarce Vision-Language Reasoning

CVPR 2026

Recent vision-language models (VLMs) achieve remarkable reasoning through reinforcement learning (RL), which provides a feasible solution for realizing continuous self-evolving large vision-language models (LVLMs) in the era of experience. However, RL for VLMs requires abundant high-quality multimod

Cited by 0SourceScholar
2026

How RL Unlocks the Aha Moment in Geometric Interleaved Reasoning

ICML 2026spotlight

Solving complex geometric problems inherently requires \textit{interleaved reasoning}: a tight alternation between constructing diagrams and performing logical deductions. Although recent Multimodal Large Language Models (MLLMs) have demonstrated strong capabilities in visual generation and plotting…

Cited by 0SourceScholar
2025

Constraint-Awareness and Graph Reasoning for Temporal Question Answering

ICASSP 2025accepted

Knowledge Graphs(KGs) have achieved notable improvements in Question Answering(QA) tasks. However, many facts in the real world are subject to time constraints. Although previous methods have made significant progress, they are still limited by the following: Firstly, in neural reasoning, constraint…

Cited by 0SourceScholar
2024

De novo Protein Design Using Geometric Vector Field Networks

ICLR 2024spotlight

Advances like protein diffusion have marked revolutionary progress in $\textit{de novo}$ protein design, a central topic in life science. These methods typically depend on protein structure encoders to model residue backbone frames, where atoms do not exist. Most prior encoders rely on atom-wise fea…

2024

Floating Anchor Diffusion Model for Multi-motif Scaffolding

ICML 2024poster

Motif scaffolding seeks to design scaffold structures for constructing proteins with functions derived from the desired motif, which is crucial for the design of vaccines and enzymes. Previous works approach the problem by inpainting or conditional generation. Both of them can only scaffold motifs w…

2024

Regrasping on Printed Circuit Boards with the Smart Suction Cup

ICRA 2024poster

The disposal of waste electrical and electronic equipment (WEEE) presents a sustainability challenge, particularly for waste printed circuit boards (PCBs). PCBs are challenging to sort out from other waste materials in part because traditional industrial end-effectors struggle to reliably grip these…

Cited by 0SourceScholar
2020

Joint Bilateral Learning for Real-time Universal Photorealistic Style Transfer

ECCV 2020poster

Photorealistic style transfer is the task of transferring the artistic style of an image onto a content target, producing a result that is plausibly taken with a camera. Recent approaches, based on deep neural networks, produce impressive results but are either too slow to run at practical resolutio…

Cited by 65SourcePDFScholar