Search Results for author: Haowen Wang

Found 15 papers, 2 papers with code

Unisolver: PDE-Conditional Transformers Are Universal PDE Solvers

no code implementations27 May 2024 Hang Zhou, Yuezhou Ma, Haixu Wu, Haowen Wang, Mingsheng Long

This limits the generalization of neural solvers to diverse PDEs, impeding them from being practical surrogate models for numerical solvers.

RJUA-MedDQA: A Multimodal Benchmark for Medical Document Question Answering and Clinical Reasoning

no code implementations19 Feb 2024 Congyun Jin, Ming Zhang, Xiaowei Ma, Li Yujiao, Yingbo Wang, Yabo Jia, Yuliang Du, Tao Sun, Haowen Wang, Cong Fan, Jinjie Gu, Chenfei Chi, Xiangguo Lv, Fangzhou Li, Wei Xue, Yiran Huang

Recent advancements in Large Language Models (LLMs) and Large Multi-modal Models (LMMs) have shown potential in various medical applications, such as Intelligent Medical Diagnosis.

document understanding Medical Diagnosis +1

Transolver: A Fast Transformer Solver for PDEs on General Geometries

1 code implementation4 Feb 2024 Haixu Wu, Huakun Luo, Haowen Wang, Jianmin Wang, Mingsheng Long

Transformers have empowered many milestones across various fields and have recently been applied to solve partial differential equations (PDEs).

OrchMoE: Efficient Multi-Adapter Learning with Task-Skill Synergy

no code implementations19 Jan 2024 Haowen Wang, Tao Sun, Kaixiang Ji, Jian Wang, Cong Fan, Jinjie Gu

We advance the field of Parameter-Efficient Fine-Tuning (PEFT) with our novel multi-adapter method, OrchMoE, which capitalizes on modular skill architecture for enhanced forward transfer in neural networks.

Multi-Task Learning parameter-efficient fine-tuning

SM$^3$: Self-Supervised Multi-task Modeling with Multi-view 2D Images for Articulated Objects

no code implementations17 Jan 2024 Haowen Wang, Zhen Zhao, Zhao Jin, Zhengping Che, Liang Qiao, Yakun Huang, Zhipeng Fan, XIUQUAN QIAO, Jian Tang

Reconstructing real-world objects and estimating their movable joint structures are pivotal technologies within the field of robotics.

Diversity

Exploring Popularity Bias in Session-based Recommendation

no code implementations13 Dec 2023 Haowen Wang

Existing work has revealed that large-scale offline evaluation of recommender systems for user-item interactions is prone to bias caused by the deployed system itself, as a form of closed loop feedback.

Session-Based Recommendations

Hypergraph-Guided Disentangled Spectrum Transformer Networks for Near-Infrared Facial Expression Recognition

no code implementations10 Dec 2023 Bingjun Luo, Haowen Wang, Jinpeng Wang, Junjie Zhu, Xibin Zhao, Yue Gao

With the strong robusticity on illumination variations, near-infrared (NIR) can be an effective and essential complement to visible (VIS) facial expression recognition in low lighting or complete darkness conditions.

Facial Expression Recognition Facial Expression Recognition (FER)

Customizable Combination of Parameter-Efficient Modules for Multi-Task Learning

no code implementations6 Dec 2023 Haowen Wang, Tao Sun, Cong Fan, Jinjie Gu

Modular and composable transfer learning is an emerging direction in the field of Parameter Efficient Fine-Tuning, as it enables neural networks to better organize various aspects of knowledge, leading to improved cross-task generalization.

Multi-Task Learning parameter-efficient fine-tuning

GraNet: A Multi-Level Graph Network for 6-DoF Grasp Pose Generation in Cluttered Scenes

no code implementations6 Dec 2023 Haowen Wang, Wanhao Niu, Chungang Zhuang

6-DoF object-agnostic grasping in unstructured environments is a critical yet challenging task in robotics.

From Beginner to Expert: Modeling Medical Knowledge into General LLMs

no code implementations2 Dec 2023 Qiang Li, Xiaoyan Yang, Haowen Wang, Qin Wang, Lei Liu, Junjie Wang, Yang Zhang, Mingyuan Chu, Sen Hu, Yicheng Chen, Yue Shen, Cong Fan, Wangshu Zhang, Teng Xu, Jinjie Gu, Jing Zheng, Guannan Zhang Ant Group

(3) Specifically for multi-choice questions in the medical domain, we propose a novel Verification-of-Choice approach for prompting engineering, which significantly enhances the reasoning ability of LLMs.

Language Modelling Large Language Model +3

DTF-Net: Category-Level Pose Estimation and Shape Reconstruction via Deformable Template Field

no code implementations4 Aug 2023 Haowen Wang, Zhipeng Fan, Zhen Zhao, Zhengping Che, Zhiyuan Xu, Dong Liu, Feifei Feng, Yakun Huang, XIUQUAN QIAO, Jian Tang

We introduce a pose regression module that shares the deformation features and template codes from the fields to estimate the accurate 6D pose of each object in the scene.

Object Pose Estimation

RDFC-GAN: RGB-Depth Fusion CycleGAN for Indoor Depth Completion

no code implementations6 Jun 2023 Haowen Wang, Zhengping Che, Yufan Yang, Mingyuan Wang, Zhiyuan Xu, XIUQUAN QIAO, Mengshi Qi, Feifei Feng, Jian Tang

Raw depth images captured in indoor scenarios frequently exhibit extensive missing values due to the inherent limitations of the sensors and environments.

Depth Completion Missing Values +1

RGB-Depth Fusion GAN for Indoor Depth Completion

no code implementations CVPR 2022 Haowen Wang, Mingyuan Wang, Zhengping Che, Zhiyuan Xu, XIUQUAN QIAO, Mengshi Qi, Feifei Feng, Jian Tang

In this paper, we design a novel two-branch end-to-end fusion network, which takes a pair of RGB and incomplete depth images as input to predict a dense and completed depth map.

Depth Completion Transparent objects

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