Search Results for author: Yixuan Chen

Found 13 papers, 3 papers with code

SchemaAgent: A Multi-Agents Framework for Generating Relational Database Schema

1 code implementation31 Mar 2025 Qin Wang, Youhuan Li, Yansong Feng, Si Chen, Ziming Li, Pan Zhang, Zhichao Shi, Yuequn Dou, chuchu Gao, Zebin Huang, Zihui Si, Yixuan Chen, Zhaohai Sun, Ke Tang, Wenqiang Jin

In this paper, we propose SchemaAgent, a unified LLM-based multi-agent framework for the automated generation of high-quality database schema.

Video-VoT-R1: An efficient video inference model integrating image packing and AoE architecture

no code implementations20 Mar 2025 Cheng Li, Jiexiong Liu, Yixuan Chen, Yanqin Jia

In the field of video-language pretraining, existing models face numerous challenges in terms of inference efficiency and multimodal data processing.

Language Modeling Language Modelling +1

KunlunBaize: LLM with Multi-Scale Convolution and Multi-Token Prediction Under TransformerX Framework

no code implementations27 Feb 2025 Cheng Li, Jiexiong Liu, Yixuan Chen, Yanqin Jia, Zhepeng Li

This framework incorporates a learnable dense residual skip connection mechanism, a TransformerX module a transformer based component integrating multiscale convolution and adaptive activation functions and a multitoken prediction interaction module.

Computational Efficiency

MoChat: Joints-Grouped Spatio-Temporal Grounding LLM for Multi-Turn Motion Comprehension and Description

no code implementations15 Oct 2024 Jiawei Mo, Yixuan Chen, Rifen Lin, Yongkang Ni, Min Zeng, Xiping Hu, Min Li

Despite continuous advancements in deep learning for understanding human motion, existing models often struggle to accurately identify action timing and specific body parts, typically supporting only single-round interaction.

Language Modeling Language Modelling +2

Denoising Reuse: Exploiting Inter-frame Motion Consistency for Efficient Video Latent Generation

no code implementations19 Sep 2024 Chenyu Wang, Shuo Yan, Yixuan Chen, Yujiang Wang, Mingzhi Dong, Xiaochen Yang, Dongsheng Li, Robert P. Dick, Qin Lv, Fan Yang, Tun Lu, Ning Gu, Li Shang

Our key discovery is that coarse-grained noises in earlier denoising steps have demonstrated high motion consistency across consecutive video frames.

Denoising Video Generation

Large Language Model-Based Agents for Software Engineering: A Survey

1 code implementation4 Sep 2024 Junwei Liu, Kaixin Wang, Yixuan Chen, Xin Peng, Zhenpeng Chen, Lingming Zhang, Yiling Lou

The recent advance in Large Language Models (LLMs) has shaped a new paradigm of AI agents, i. e., LLM-based agents.

AI Agent Language Modeling +2

Joint Beamforming and Antenna Design for Near-Field Fluid Antenna System

no code implementations8 Jul 2024 Yixuan Chen, Mingzhe Chen, Hao Xu, Zhaohui Yang, Kai-Kit Wong, Zhaoyang Zhang

In this letter, we study the energy efficiency maximization problem for a fluid antenna system (FAS) in near field communications.

Position

Train Faster, Perform Better: Modular Adaptive Training in Over-Parameterized Models

no code implementations NeurIPS 2023 Yubin Shi, Yixuan Chen, Mingzhi Dong, Xiaochen Yang, Dongsheng Li, Yujiang Wang, Robert P. Dick, Qin Lv, Yingying Zhao, Fan Yang, Tun Lu, Ning Gu, Li Shang

To describe such modular-level learning capabilities, we introduce a novel concept dubbed modular neural tangent kernel (mNTK), and we demonstrate that the quality of a module's learning is tightly associated with its mNTK's principal eigenvalue $\lambda_{\max}$.

Balancing reaction-diffusion network for cell polarization pattern with stability and asymmetry

no code implementations14 Jan 2024 Yixuan Chen, Guoye Guan, Lei-Han Tang, Chao Tang

Once again, a generic set of kinetic parameters moves the interface towards either the anterior or posterior end, yet a polarized pattern can be stabilized through spatial tuning of one or more parameters coupled to intracellular or extracellular cues.

Adaptive Distributionally Robust Planning for Renewable-Powered Fast Charging Stations Under Decision-Dependent EV Diffusion Uncertainty

no code implementations11 Oct 2023 Yujia Li, Feng Qiu, Yixuan Chen, Yunhe Hou

When deploying fast charging stations (FCSs) to support long-distance trips of electric vehicles (EVs), there exist indirect network effects: while the gradual diffusion of EVs directly influences the timing and capacities of FCS allocation, the decisions for FCS allocations, in turn, impact the drivers' willingness to adopt EVs.

ARC

ClassEval: A Manually-Crafted Benchmark for Evaluating LLMs on Class-level Code Generation

2 code implementations3 Aug 2023 Xueying Du, Mingwei Liu, Kaixin Wang, Hanlin Wang, Junwei Liu, Yixuan Chen, Jiayi Feng, Chaofeng Sha, Xin Peng, Yiling Lou

Third, we find that generating the entire class all at once (i. e. holistic generation strategy) is the best generation strategy only for GPT-4 and GPT-3. 5, while method-by-method generation (i. e. incremental and compositional) is better strategies for the other models with limited ability of understanding long instructions and utilizing the middle information.

Class-level Code Generation HumanEval

A new parsimonious method for classifying Cancer Tissue-of-Origin Based on DNA Methylation 450K data

no code implementations3 Jan 2021 Shen Jia, Yulin Zhang, Yiming Mao, Jiawei Gao, Yixuan Chen, YuXuan Jiang, Haochen Luo, Kebo Lv, Jionglong Su

The biological functions in cancer development of 50 selected genes is also explored through enrichment analysis and the results show that 12 out of 16 of our top features have already been identified to be specific with cancer and we also propose some more genes to be tested for future studies.

Cancer Classification Diagnostic +2

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