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20232026
most citedFast-in-Slow: A Dual-System Foundation Model Unifying Fast Manipulation within Slow Reasoning

3 citations · 7 across the 28 of their papers we have counts for

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Showing 2025Show all

15 papers · 1 filter

cs.CV2025

IdentityStory: Taming Your Identity-Preserving Generator for Human-Centric Story Generation

Donghao Zhou, Jingyu Lin, Guibao Shen +8

Recent visual generative models enable story generation with consistent characters from text, but human-centric story generation faces additional challenges, such as maintaining de…

cs.RO2025

Rethinking Intermediate Representation for VLM-based Robot Manipulation

Weiliang Tang, Jialin Gao, Jia-Hui Pan +6

Vision-Language Model (VLM) is an important component to enable robust robot manipulation. Yet, using it to translate human instructions into an action-resolvable intermediate repr…

cs.CV2025

COS3D: Collaborative Open-Vocabulary 3D Segmentation

Runsong Zhu, Ka-Hei Hui, Zhengzhe Liu +5

Open-vocabulary 3D segmentation is a fundamental yet challenging task, requiring a mutual understanding of both segmentation and language. However, existing Gaussian-splatting-base…

cs.RO2025

DisCo-Layout: Disentangling and Coordinating Semantic and Physical Refinement in a Multi-Agent Framework for 3D Indoor Layout Synthesis

Jialin Gao, Donghao Zhou, Mingjian Liang +4

3D indoor layout synthesis is crucial for creating virtual environments. Traditional methods struggle with generalization due to fixed datasets. While recent LLM and VLM-based appr…

cs.HC2025

Coordinated 2D-3D Visualization of Volumetric Medical Data in XR with Multimodal Interactions

Qixuan Liu, Shi Qiu, Yinqiao Wang +4

Volumetric medical imaging technologies produce detailed 3D representations of anatomical structures. However, effective medical data visualization and exploration pose significant…

cs.RO2025★ 3 cited

Fast-in-Slow: A Dual-System Foundation Model Unifying Fast Manipulation within Slow Reasoning

Hao Chen, Jiaming Liu, Chenyang Gu +8

Generalized policy and execution efficiency constitute the two critical challenges in robotic manipulation. While recent foundation policies benefit from the common-sense reasoning…

cs.CL2025

Silence is Not Consensus: Disrupting Agreement Bias in Multi-Agent LLMs via Catfish Agent for Clinical Decision Making

Yihan Wang, Qiao Yan, Zhenghao Xing +5

Large language models (LLMs) have demonstrated strong potential in clinical question answering, with recent multi-agent frameworks further improving diagnostic accuracy via collabo…

cs.AI2025

Incentivizing Multimodal Reasoning in Large Models for Direct Robot Manipulation

Weiliang Tang, Dong Jing, Jia-Hui Pan +5

Recent Large Multimodal Models have demonstrated remarkable reasoning capabilities, especially in solving complex mathematical problems and realizing accurate spatial perception. O…

cs.CV2025

EchoInk-R1: Exploring Audio-Visual Reasoning in Multimodal LLMs via Reinforcement Learning

Zhenghao Xing, Xiaowei Hu, Chi-Wing Fu +3

Multimodal large language models (MLLMs) have advanced perception across text, vision, and audio, yet they often struggle with structured cross-modal reasoning, particularly when i…

cs.CV2025

Rethinking End-to-End 2D to 3D Scene Segmentation in Gaussian Splatting

Runsong Zhu, Shi Qiu, Zhengzhe Liu +4

Lifting multi-view 2D instance segmentation to a radiance field has proven to be effective to enhance 3D understanding. Existing methods rely on direct matching for end-to-end lift…

cs.CV2025★ 1 cited

UniHOPE: A Unified Approach for Hand-Only and Hand-Object Pose Estimation

Yinqiao Wang, Hao Xu, Pheng-Ann Heng +1

Estimating the 3D pose of hand and potential hand-held object from monocular images is a longstanding challenge. Yet, existing methods are specialized, focusing on either bare-hand…

cs.HC2025

CvhSlicer 2.0: Immersive and Interactive Visualization of Chinese Visible Human Data in XR Environments

Yue Qiu, Yuqi Tong, Yu Zhang +5

The study of human anatomy through advanced visualization techniques is crucial for medical research and education. In this work, we introduce CvhSlicer 2.0, an innovative XR syste…

cs.AI2025

MedHallTune: An Instruction-Tuning Benchmark for Mitigating Medical Hallucination in Vision-Language Models

Qiao Yan, Yuchen Yuan, Xiaowei Hu +6

The increasing use of vision-language models (VLMs) in healthcare applications presents great challenges related to hallucinations, in which the models may generate seemingly plaus…

cs.CV2025

Overcoming Support Dilution for Robust Few-shot Semantic Segmentation

Wailing Tang, Biqi Yang, Pheng-Ann Heng +2

Few-shot Semantic Segmentation (FSS) is a challenging task that utilizes limited support images to segment associated unseen objects in query images. However, recent FSS methods ar…

cs.RO2025

GeoManip: Geometric Constraints as General Interfaces for Robot Manipulation

Weiliang Tang, Jia-Hui Pan, Yun-Hui Liu +4

We present GeoManip, a framework to enable generalist robots to leverage essential conditions derived from object and part relationships, as geometric constraints, for robot manipu…