Search Results for author: Jialong Li

Found 20 papers, 7 papers with code

Reliable Deep Diffusion Tensor Estimation: Rethinking the Power of Data-Driven Optimization Routine

no code implementations4 Sep 2024 Jialong Li, Zhicheng Zhang, Yunwei Chen, Qiqi Lu, Ye Wu, Xiaoming Liu, Qianjin Feng, Yanqiu Feng, Xinyuan Zhang

The former fits DW images from diverse acquisition settings into diffusion tensor field, while the latter applies a deep learning-based denoiser to regularize the diffusion tensor field instead of the DW images, which is free from the limitation of fixed-channel assignment of the network.

Denoising

ACE: A Cross-Platform Visual-Exoskeletons System for Low-Cost Dexterous Teleoperation

no code implementations21 Aug 2024 Shiqi Yang, Minghuan Liu, Yuzhe Qin, Runyu Ding, Jialong Li, Xuxin Cheng, Ruihan Yang, Sha Yi, Xiaolong Wang

Compared to previous systems, which often require hardware customization according to different robots, our single system can generalize to humanoid hands, arm-hands, arm-gripper, and quadruped-gripper systems with high-precision teleoperation.

Imitation Learning

Diffusion Model for Planning: A Systematic Literature Review

no code implementations16 Aug 2024 Toshihide Ubukata, Jialong Li, Kenji Tei

Diffusion models, which leverage stochastic processes to capture complex data distributions effectively, have shown their performance as generative models, achieving notable success in image-related tasks through iterative denoising processes.

Autonomous Driving Denoising

Towards Context-aware Support for Color Vision Deficiency: An Approach Integrating LLM and AR

no code implementations5 Jul 2024 Shogo Morita, Yan Zhang, Takuto Yamauchi, Sinan Chen, Jialong Li, Kenji Tei

People with color vision deficiency often face challenges in distinguishing colors such as red and green, which can complicate daily tasks and require the use of assistive tools or environmental adjustments.

Language Modelling Large Language Model

Automatic Adaptation Rule Optimization via Large Language Models

no code implementations2 Jul 2024 Yusei Ishimizu, Jialong Li, Jinglue Xu, Jinyu Cai, Hitoshi Iba, Kenji Tei

Rule-based adaptation is a foundational approach to self-adaptation, characterized by its human readability and rapid response.

Common Sense Reasoning

Open-TeleVision: Teleoperation with Immersive Active Visual Feedback

no code implementations1 Jul 2024 Xuxin Cheng, Jialong Li, Shiqi Yang, Ge Yang, Xiaolong Wang

Teleoperation serves as a powerful method for collecting on-robot data essential for robot learning from demonstrations.

Imitation Learning

Fully Few-shot Class-incremental Audio Classification Using Expandable Dual-embedding Extractor

1 code implementation12 Jun 2024 Yongjie Si, Yanxiong Li, Jialong Li, Jiaxin Tan, Qianhua He

It's assumed that training data is sufficient in base session of few-shot class-incremental audio classification.

Audio Classification

Decoupled Alignment for Robust Plug-and-Play Adaptation

no code implementations3 Jun 2024 Haozheng Luo, Jiahao Yu, Wenxin Zhang, Jialong Li, Jerry Yao-Chieh Hu, Xinyu Xing, Han Liu

We introduce a low-resource safety enhancement method for aligning large language models (LLMs) without the need for supervised fine-tuning (SFT) or reinforcement learning from human feedback (RLHF).

Knowledge Distillation

Large Language Models Synergize with Automated Machine Learning

1 code implementation6 May 2024 Jinglue Xu, Jialong Li, Zhen Liu, Nagar Anthel Venkatesh Suryanarayanan, Guoyuan Zhou, Jia Guo, Hitoshi Iba, Kenji Tei

Specifically, our goal is to fully automate the generation and optimization of the code of the entire ML workflow, from data preparation to modeling and post-processing, utilizing only textual descriptions of the ML tasks.

AutoML Code Generation +1

Language Evolution for Evading Social Media Regulation via LLM-based Multi-agent Simulation

no code implementations5 May 2024 Jinyu Cai, Jialong Li, Mingyue Zhang, Munan Li, Chen-Shu Wang, Kenji Tei

Social media platforms such as Twitter, Reddit, and Sina Weibo play a crucial role in global communication but often encounter strict regulations in geopolitically sensitive regions.

Exploring the Improvement of Evolutionary Computation via Large Language Models

no code implementations5 May 2024 Jinyu Cai, Jinglue Xu, Jialong Li, Takuto Ymauchi, Hitoshi Iba, Kenji Tei

Evolutionary computation (EC), as a powerful optimization algorithm, has been applied across various domains.

Multi-role Consensus through LLMs Discussions for Vulnerability Detection

1 code implementation21 Mar 2024 Zhenyu Mao, Jialong Li, Dongming Jin, Munan Li, Kenji Tei

Recent advancements in large language models (LLMs) have highlighted the potential for vulnerability detection, a crucial component of software quality assurance.

Vulnerability Detection

Lightweight Speaker Verification Using Transformation Module with Feature Partition and Fusion

no code implementations6 Dec 2023 Yanxiong Li, Zhongjie Jiang, Qisheng Huang, Wenchang Cao, Jialong Li

The features that are output from current block of the model are processed according to the steps above before they are fed into the next block of the model.

Speaker Verification

Few-shot Class-incremental Audio Classification Using Stochastic Classifier

1 code implementation3 Jun 2023 Yanxiong Li, Wenchang Cao, Jialong Li, Wei Xie, Qianhua He

It is generally assumed that number of classes is fixed in current audio classification methods, and the model can recognize pregiven classes only.

Audio Classification

Few-shot Class-incremental Audio Classification Using Dynamically Expanded Classifier with Self-attention Modified Prototypes

1 code implementation31 May 2023 Yanxiong Li, Wenchang Cao, Wei Xie, Jialong Li, Emmanouil Benetos

Labeled support samples and unlabeled query samples are used to train the prototype adaptation network and update the classifier, since they are informative for audio classification.

Audio Classification

Value Iteration Networks with Gated Summarization Module

no code implementations11 May 2023 Jinyu Cai, Jialong Li, Mingyue Zhang, Kenji Tei

We propose a novel approach, Value Iteration Networks with Gated Summarization Module (GS-VIN), which incorporates two main improvements: (1) employing an Adaptive Iteration Strategy in the Value Iteration module to reduce the number of iterations, and (2) introducing a Gated Summarization module to summarize the iterative process.

Compressed domain vibration detection and classification for distributed acoustic sensing

no code implementations27 Dec 2022 Xingliang Shen, Huan Wu, Kun Zhu, Yujia Li, Hua Zheng, Jialong Li, Liyang Shao, Perry Ping Shum, Chao Lu

Distributed acoustic sensing (DAS) is a novel enabling technology that can turn existing fibre optic networks to distributed acoustic sensors.

Classification Compressive Sensing

DiffSRL: Learning Dynamical State Representation for Deformable Object Manipulation with Differentiable Simulator

1 code implementation24 Oct 2021 Sirui Chen, Yunhao Liu, Jialong Li, Shang Wen Yao, Tingxiang Fan, Jia Pan

We propose DiffSRL, a dynamic state representation learning pipeline utilizing differentiable simulation that can embed complex dynamics models as part of the end-to-end training.

Deformable Object Manipulation Motion Planning +1

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