Search Results for author: Pei Peng

Found 3 papers, 0 papers with code

Counterfactual Reasoning for Multi-Label Image Classification via Patching-Based Training

no code implementations9 Apr 2024 Ming-Kun Xie, Jia-Hao Xiao, Pei Peng, Gang Niu, Masashi Sugiyama, Sheng-Jun Huang

In this paper, we provide a causal inference framework to show that the correlative features caused by the target object and its co-occurring objects can be regarded as a mediator, which has both positive and negative impacts on model predictions.

Causal Inference counterfactual +3

Distributed Storage Allocations for Optimal Service Rates

no code implementations8 Feb 2021 Pei Peng, Moslem Noori, Emina Soljanin

For the large file model, the optimal spreading depends on the system parameters.

Information Theory Distributed, Parallel, and Cluster Computing Information Theory

Auto-encoders for compressed sensing

no code implementations NeurIPS Workshop Deep_Invers 2019 Pei Peng, Shirin Jalali, Xin Yuan

Compressed sensing is about recovering a structured high-dimensional signal ${\bf x}\in R^n$ from its under-determined noisy linear measurements ${\bf y}\in R^m$, where $m\ll n$.

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