Search Results for author: Tianyi Ma

Found 6 papers, 2 papers with code

Dual-level Hypergraph Contrastive Learning with Adaptive Temperature Enhancement

1 code implementation International World Wide Web Conference 2024 Yiyue Qian, Tianyi Ma, Chuxu Zhang, Yanfang Ye

However, these works have the following limitations in modeling the high-order relationships over unlabeled data: (i) They primarily focus on maximizing the agreements among individual node embeddings while neglecting the capture of group-wise collective behaviors within hypergraphs; (ii) Most of them disregard the importance of the temperature index in discriminating contrastive pairs during contrast optimization.

Contrastive Learning Hypergraph Contrastive Learning

Hypergraph Contrastive Learning for Drug Trafficking Community Detection

1 code implementation 2023 IEEE International Conference on Data Mining (ICDM) 2023 Tianyi Ma, Yiyue Qian, Chuxu Zhang, Yanfang Ye

To this end, we propose a novel HyperGraph Contrastive Learning framework called HyGCL-DC that employs hypergraph to model the higher-order relationships among users to detect Drug trafficking Communities.

Attribute Community Detection +3

Integrating Stock Features and Global Information via Large Language Models for Enhanced Stock Return Prediction

no code implementations9 Oct 2023 Yujie Ding, Shuai Jia, Tianyi Ma, Bingcheng Mao, Xiuze Zhou, Liuliu Li, Dongming Han

However, integrating LLMs into existing quantitative models presents two primary challenges: the insufficient utilization of semantic information embedded within LLMs and the difficulties in aligning the latent information within LLMs with pre-existing quantitative stock features.

ProD: Prompting-To-Disentangle Domain Knowledge for Cross-Domain Few-Shot Image Classification

no code implementations CVPR 2023 Tianyi Ma, Yifan Sun, Zongxin Yang, Yi Yang

Based on these two common practices, the key point of ProD is using the prompting mechanism in the transformer to disentangle the domain-general (DG) and domain-specific (DS) knowledge from the backbone feature.

Cross-Domain Few-Shot Domain Generalization +1

Visual-speech Synthesis of Exaggerated Corrective Feedback

no code implementations12 Sep 2020 Yaohua Bu, Weijun Li, Tianyi Ma, Shengqi Chen, Jia Jia, Kun Li, Xiaobo Lu

To provide more discriminative feedback for the second language (L2) learners to better identify their mispronunciation, we propose a method for exaggerated visual-speech feedback in computer-assisted pronunciation training (CAPT).

Speech Synthesis

Dialogue Design and Management for Multi-Session Casual Conversation with Older Adults

no code implementations20 Jan 2019 S. Zahra Razavi, Lenhart K. Schubert, Benjamin Kane, Mohammad Rafayet Ali, Kimberly Van Orden, Tianyi Ma

We address the problem of designing a conversational avatar capable of a sequence of casual conversations with older adults.

Management

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