Search Results for author: Shiyuan Zhang

Found 11 papers, 7 papers with code

EAR: Erasing Concepts from Unified Autoregressive Models

1 code implementation25 Jun 2025 Haipeng Fan, Shiyuan Zhang, Baohunesitu, Zihang Guo, Huaiwen Zhang

In this paper, we propose Erasure Autoregressive Model (EAR), a fine-tuning method for effective and utility-preserving concept erasure in AR models.

Image Generation

AI Agent Behavioral Science

no code implementations4 Jun 2025 Lin Chen, Yunke Zhang, Jie Feng, Haoye Chai, Honglin Zhang, Bingbing Fan, Yibo Ma, Shiyuan Zhang, Nian Li, Tianhui Liu, Nicholas Sukiennik, Keyu Zhao, Yu Li, Ziyi Liu, Fengli Xu, Yong Li

Recent advances in large language models (LLMs) have enabled the development of AI agents that exhibit increasingly human-like behaviors, including planning, adaptation, and social dynamics across diverse, interactive, and open-ended scenarios.

AI Agent Fairness

Taming Hyperparameter Sensitivity in Data Attribution: Practical Selection Without Costly Retraining

1 code implementation30 May 2025 Weiyi Wang, Junwei Deng, Yuzheng Hu, Shiyuan Zhang, Xirui Jiang, Runting Zhang, Han Zhao, Jiaqi W. Ma

Data attribution methods, which quantify the influence of individual training data points on a machine learning model, have gained increasing popularity in data-centric applications in modern AI.

TimeCausality: Evaluating the Causal Ability in Time Dimension for Vision Language Models

1 code implementation21 May 2025 Zeqing Wang, Shiyuan Zhang, Chengpei Tang, Keze Wang

Based on our TimeCausality, we find that while the current SOTA open-source VLMs have achieved performance levels comparable to closed-source models like GPT-4o on various standard visual question answering tasks, they fall significantly behind on our benchmark compared with their closed-source competitors.

Human Aging Question Answering +2

Energy-Weighted Flow Matching for Offline Reinforcement Learning

no code implementations6 Mar 2025 Shiyuan Zhang, Weitong Zhang, Quanquan Gu

To overcome this limitation, we explore energy-guided flow matching, a generalized form of the diffusion process.

Offline RL reinforcement-learning +2

FoMo: A Foundation Model for Mobile Traffic Forecasting with Diffusion Model

no code implementations20 Oct 2024 Haoye Chai, Xiaoqian Qi, Shiyuan Zhang, Yong Li

Mobile traffic forecasting allows operators to anticipate network dynamics and performance in advance, offering substantial potential for enhancing service quality and improving user experience.

Contrastive Learning Few-Shot Learning +3

$\texttt{dattri}$: A Library for Efficient Data Attribution

1 code implementation6 Oct 2024 Junwei Deng, Ting-Wei Li, Shiyuan Zhang, Shixuan Liu, Yijun Pan, Hao Huang, Xinhe Wang, Pingbang Hu, Xingjian Zhang, Jiaqi W. Ma

Using the developed $\texttt{dattri}$ library, we are able to perform a comprehensive and fair benchmark analysis across a wide range of data attribution methods.

Benchmarking

Computational Copyright: Towards A Royalty Model for Music Generative AI

no code implementations11 Dec 2023 Junwei Deng, Shiyuan Zhang, Jiaqi Ma

This research is one of the early attempts to integrate technical advancements with economic and legal considerations in the field of music generative AI, offering a computational copyright solution for the challenges posed by the opaque nature of AI technologies.

Music Generation

Joint Activity Recognition and Indoor Localization With WiFi Fingerprints

1 code implementation arXiv:1904.04964 Search... Help | Advanced Search 2019 Fei Wang, Jianwei Feng, Yinliang Zhao, Xiaobin Zhang, Shiyuan Zhang, Jinsong Han

In this paper, we propose a novel deep learning framework for joint activity recognition and indoor localization task using WiFi Channel State Information~(CSI) fingerprints.

Activity Recognition Indoor Localization +1

Joint Activity Recognition and Indoor Localization

2 code implementations10 Apr 2019 Fei Wang, Jianwei Feng, Yinliang Zhao, Xiaobin Zhang, Shiyuan Zhang, Jinsong Han

The key rationale behind this type of work is that people behaviors can influence the WiFi signal propagation and introduce specific patterns into WiFi signals, called WiFi fingerprints, which further can be explored to identify human activities and locations.

Human-Computer Interaction

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