Search Results for author: Yinheng Li

Found 6 papers, 1 papers with code

AMPCliff: quantitative definition and benchmarking of activity cliffs in antimicrobial peptides

1 code implementation15 Apr 2024 Kewei Li, Yuqian Wu, Yutong Guo, Yinheng Li, Yusi Fan, Ruochi Zhang, Lan Huang, Fengfeng Zhou

Our analysis reveals that these models are capable of detecting AMP AC events and the pre-trained protein language ESM2 model demonstrates superior performance across the evaluations.

Benchmarking

Large Language Models in Finance: A Survey

no code implementations28 Sep 2023 Yinheng Li, Shaofei Wang, Han Ding, Hang Chen

In this paper, we provide a practical survey focused on two key aspects of utilizing LLMs for financial tasks: existing solutions and guidance for adoption.

Few-Shot Learning

A Practical Survey on Zero-shot Prompt Design for In-context Learning

no code implementations22 Sep 2023 Yinheng Li

The remarkable advancements in large language models (LLMs) have brought about significant improvements in Natural Language Processing(NLP) tasks.

In-Context Learning Prompt Engineering

Utilizing Large Language Models for Natural Interface to Pharmacology Databases

no code implementations26 Jul 2023 Hong Lu, Chuan Li, Yinheng Li, Jie Zhao

The drug development process necessitates that pharmacologists undertake various tasks, such as reviewing literature, formulating hypotheses, designing experiments, and interpreting results.

Language Modelling Large Language Model

Self-Supervised Image Representation Learning: Transcending Masking with Paired Image Overlay

no code implementations23 Jan 2023 Yinheng Li, Han Ding, Shaofei Wang

Self-supervised learning has become a popular approach in recent years for its ability to learn meaningful representations without the need for data annotation.

Contrastive Learning Image Augmentation +2

A General Framework on Enhancing Portfolio Management with Reinforcement Learning

no code implementations26 Nov 2019 Yinheng Li, Junhao Wang, Yijie Cao

Portfolio management is the art and science in fiance that concerns continuous reallocation of funds and assets across financial instruments to meet the desired returns to risk profile.

Asset Management reinforcement-learning +1

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