Search Results for author: Jin Zhou

Found 16 papers, 3 papers with code

Understanding and Alleviating Memory Consumption in RLHF for LLMs

no code implementations21 Oct 2024 Jin Zhou, Hanmei Yang, Steven, Tang, Mingcan Xiang, Hui Guan, Tongping Liu

Fine-tuning with Reinforcement Learning with Human Feedback (RLHF) is essential for aligning large language models (LLMs).

Management reinforcement-learning +1

Dashing for the Golden Snitch: Multi-Drone Time-Optimal Motion Planning with Multi-Agent Reinforcement Learning

no code implementations25 Sep 2024 Xian Wang, Jin Zhou, Yuanli Feng, Jiahao Mei, Jiming Chen, Shuo Li

Recent innovations in autonomous drones have facilitated time-optimal flight in single-drone configurations and enhanced maneuverability in multi-drone systems through the application of optimal control and learning-based methods.

Collision Avoidance Motion Planning +2

USFM: A Universal Ultrasound Foundation Model Generalized to Tasks and Organs towards Label Efficient Image Analysis

no code implementations30 Dec 2023 Jing Jiao, Jin Zhou, Xiaokang Li, Menghua Xia, Yi Huang, Lihong Huang, Na Wang, Xiaofan Zhang, Shichong Zhou, Yuanyuan Wang, Yi Guo

In this paper, we present a universal US foundation model, named USFM, generalized to diverse tasks and organs towards label efficient US image analysis.

Image Enhancement

Weakly Supervised Lesion Detection and Diagnosis for Breast Cancers with Partially Annotated Ultrasound Images

no code implementations12 Jun 2023 Jian Wang, Liang Qiao, Shichong Zhou, Jin Zhou, Jun Wang, Juncheng Li, Shihui Ying, Cai Chang, Jun Shi

To address this issue, a novel Two-Stage Detection and Diagnosis Network (TSDDNet) is proposed based on weakly supervised learning to enhance diagnostic accuracy of the ultrasound-based CAD for breast cancers.

Lesion Detection Weakly-supervised Learning

RCMNet: A deep learning model assists CAR-T therapy for leukemia

no code implementations6 May 2022 Ruitao Zhang, Xueying Han, Ijaz Gul, Shiyao Zhai, Ying Liu, Yongbing Zhang, Yuhan Dong, Lan Ma, Dongmei Yu, Jin Zhou, Peiwu Qin

Although testing on the CAR-T cells dataset, a decent performance is observed, which is attributed to the limited size of the dataset.

Image Classification Transfer Learning

DEFT: Distilling Entangled Factors by Preventing Information Diffusion

no code implementations8 Feb 2021 Jiantao Wu, Lin Wang, Bo Yang, Fanqi Li, Chunxiuzi Liu, Jin Zhou

Disentanglement is a highly desirable property of representation owing to its similarity to human understanding and reasoning.

Disentanglement

Integrated Traffic Simulation-Prediction System using Neural Networks with Application to the Los Angeles International Airport Road Network

no code implementations5 Aug 2020 Yihang Zhang, Aristotelis-Angelos Papadopoulos, Pengfei Chen, Faisal Alasiri, Tianchen Yuan, Jin Zhou, Petros A. Ioannou

In this paper, we design an integrated simulation-prediction system which estimates the Origin-Destination (OD) matrix of a road network using only flow rate information and predicts the behavior of the road network in different simulation scenarios.

Decision Making Management

Multi-modal Datasets for Super-resolution

no code implementations13 Apr 2020 Haoran Li, Weihong Quan, Meijun Yan, Jin Zhang, Xiaoli Gong, Jin Zhou

However, due to the variety of image degradation types in the real world, models trained on single-modal simulation datasets do not always have good robustness and generalization ability in different degradation scenarios.

Super-Resolution

High-Performance Statistical Computing in the Computing Environments of the 2020s

1 code implementation7 Jan 2020 Seyoon Ko, Hua Zhou, Jin Zhou, Joong-Ho Won

To our knowledge, this is the first demonstration of the feasibility of penalized regression of survival outcomes at this scale.

Computation

"Love is as Complex as Math": Metaphor Generation System for Social Chatbot

no code implementations3 Jan 2020 Danning Zheng, Ruihua Song, Tianran Hu, Hao Fu, Jin Zhou

By embedding the framework into a chatbot system, we then enables the chatbot to communicate with users using figurative language.

Chatbot Math

Neural Storyboard Artist: Visualizing Stories with Coherent Image Sequences

no code implementations24 Nov 2019 Shizhe Chen, Bei Liu, Jianlong Fu, Ruihua Song, Qin Jin, Pingping Lin, Xiaoyu Qi, Chunting Wang, Jin Zhou

A storyboard is a sequence of images to illustrate a story containing multiple sentences, which has been a key process to create different story products.

From Text to Sound: A Preliminary Study on Retrieving Sound Effects to Radio Stories

no code implementations20 Aug 2019 Songwei Ge, Curtis Xuan, Ruihua Song, Chao Zou, Wei Liu, Jin Zhou

In this paper, we address the problem of automatically adding sound effects to radio stories with a retrieval-based model.

Retrieval TAG +1

Open-Access Full-Duplex Wireless in the ORBIT Testbed

1 code implementation9 Jan 2018 Tingjun Chen, Mahmood Baraani Dastjerdi, Guy Farkash, Jin Zhou, Harish Krishnaswamy, Gil Zussman

We provide an FD transceiver baseline program and present two example FD experiments where 90dB and 85dB overall SI cancellation is achieved for a simple waveform and PSK modulated signals across both the RF and digital domains.

Networking and Internet Architecture Signal Processing

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