Search Results for author: Cheng Xin

Found 4 papers, 1 papers with code

Optimally Improving Cooperative Learning in a Social Setting

no code implementations31 May 2024 Shahrzad Haddadan, Cheng Xin, Jie Gao

We consider a cooperative learning scenario where a collection of networked agents with individually owned classifiers dynamically update their predictions, for the same classification task, through communication or observations of each other's predictions.

Expressive Higher-Order Link Prediction through Hypergraph Symmetry Breaking

no code implementations17 Feb 2024 Simon Zhang, Cheng Xin, Tamal K. Dey

Higher-order link prediction is the task of predicting the existence of a missing hyperedge in a hypergraph.

Link Prediction

DL3DV-10K: A Large-Scale Scene Dataset for Deep Learning-based 3D Vision

no code implementations26 Dec 2023 Lu Ling, Yichen Sheng, Zhi Tu, Wentian Zhao, Cheng Xin, Kun Wan, Lantao Yu, Qianyu Guo, Zixun Yu, Yawen Lu, Xuanmao Li, Xingpeng Sun, Rohan Ashok, Aniruddha Mukherjee, Hao Kang, Xiangrui Kong, Gang Hua, Tianyi Zhang, Bedrich Benes, Aniket Bera

We have witnessed significant progress in deep learning-based 3D vision, ranging from neural radiance field (NeRF) based 3D representation learning to applications in novel view synthesis (NVS).

Novel View Synthesis Representation Learning

GRIL: A $2$-parameter Persistence Based Vectorization for Machine Learning

2 code implementations11 Apr 2023 Cheng Xin, Soham Mukherjee, Shreyas N. Samaga, Tamal K. Dey

We show that this vector representation is $1$-Lipschitz stable and differentiable with respect to underlying filtration functions and can be easily integrated into machine learning models to augment encoding topological features.

Topological Data Analysis

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