Ren Wang | DeepAI

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Qi Tian
238 publications
Meng Wang
217 publications
Pin-Yu Chen
183 publications
Chuang Gan
115 publications
Sijia Liu
112 publications
Lingxi Xie
105 publications
Jinjun Xiong
93 publications
Qixiang Ye
82 publications
Zhe Xu
62 publications
Alfred Hero
43 publications
Kaidi Xu
38 publications

∙ 06/14/2023

Improving Generalization in Meta-Learning via Meta-Gradient Augmentation

Meta-learning methods typically follow a two-loop framework, where each ...

0 Ren Wang, et al. ∙

∙ 05/04/2023

A Quantitative Analysis and Guideline of Data Streaming Accelerator in Intel 4th Gen Xeon Scalable Processors

As semiconductor power density is no longer constant with the technology...

0 Reese Kuper, et al. ∙

∙ 03/27/2023

Demystifying CXL Memory with Genuine CXL-Ready Systems and Devices

The high demand for memory capacity in modern datacenters has led to mul...

0 Yan Sun, et al. ∙

∙ 03/17/2023

Robust Mode Connectivity-Oriented Adversarial Defense: Enhancing Neural Network Robustness Against Diversified ℓ_p Attacks

Adversarial robustness is a key concept in measuring the ability of neur...

1 Ren Wang, et al. ∙

∙ 03/11/2023

MetaViewer: Towards A Unified Multi-View Representation

Existing multi-view representation learning methods typically follow a s...

0 Ren Wang, et al. ∙

∙ 03/04/2023

Fine-Grained Classification with Noisy Labels

Learning with noisy labels (LNL) aims to ensure model generalization giv...

0 Qi Wei, et al. ∙

∙ 01/23/2023

Enabling Kernel Bypass Networking on gem5

Full-system simulation of computer systems is critical to capture the co...

0 Siddharth Agarwal, et al. ∙

∙ 01/20/2023

Towards Understanding How Self-training Tolerates Data Backdoor Poisoning

Recent studies on backdoor attacks in model training have shown that pol...

7 Soumyadeep Pal, et al. ∙

∙ 11/07/2022

Physics-Constrained Backdoor Attacks on Power System Fault Localization

The advances in deep learning (DL) techniques have the potential to deli...

0 Jianing Bai, et al. ∙

∙ 10/01/2022

Learnable Distribution Calibration for Few-Shot Class-Incremental Learning

Few-shot class-incremental learning (FSCIL) faces challenges of memorizi...

0 Binghao Liu, et al. ∙

∙ 03/16/2022

ORCA: A Network and Architecture Co-design for Offloading us-scale Datacenter Applications

Responding to the "datacenter tax" and "killer microseconds" problems fo...

0 Yifan Yuan, et al. ∙

∙ 10/06/2021

Multi-Trigger-Key: Towards Multi-Task Privacy Preserving In Deep Learning

Deep learning-based Multi-Task Classification (MTC) is widely used in ap...

0 Ren Wang, et al. ∙

∙ 08/24/2021

Bridging Unsupervised and Supervised Depth from Focus via All-in-Focus Supervision

Depth estimation is a long-lasting yet important task in computer vision...

11 Ning-Hsu Wang, et al. ∙

∙ 08/15/2021

Deep Adversarially-Enhanced k-Nearest Neighbors

Recent works have theoretically and empirically shown that deep neural n...

0 Ren Wang, et al. ∙

∙ 06/27/2021

ASK: Adversarial Soft k-Nearest Neighbor Attack and Defense

K-Nearest Neighbor (kNN)-based deep learning methods have been applied t...

19 Ren Wang, et al. ∙

∙ 06/27/2021

Immuno-mimetic Deep Neural Networks (Immuno-Net)

Biomimetics has played a key role in the evolution of artificial neural ...

0 Ren Wang, et al. ∙

∙ 02/20/2021

On Fast Adversarial Robustness Adaptation in Model-Agnostic Meta-Learning

Model-agnostic meta-learning (MAML) has emerged as one of the most succe...

19 Ren Wang, et al. ∙

∙ 12/18/2020

RAILS: A Robust Adversarial Immune-inspired Learning System

Adversarial attacks against deep neural networks are continuously evolvi...

0 Ren Wang, et al. ∙

∙ 10/20/2020

Explorable Tone Mapping Operators

Tone-mapping plays an essential role in high dynamic range (HDR) imaging...

0 Chien-Chuan Su, et al. ∙

∙ 08/21/2020

Learning Camera-Aware Noise Models

Modeling imaging sensor noise is a fundamental problem for image process...

3 Ke-Chi Chang, et al. ∙

∙ 07/31/2020

Practical Detection of Trojan Neural Networks: Data-Limited and Data-Free Cases

When the training data are maliciously tampered, the predictions of the ...

11 Ren Wang, et al. ∙

∙ 07/09/2020

IOCA: High-Speed I/O-Aware LLC Management for Network-Centric Multi-Tenant Platform

In modern server CPUs, last-level cache (LLC) is a critical hardware res...

0 Yifan Yuan, et al. ∙

∙ 12/05/2019

Tensor Recovery from Noisy and Multi-Level Quantized Measurements

Higher-order tensors can represent scores in a rating system, frames in ...

0 Ren Wang, et al. ∙

∙ 10/16/2019

SGP: Spotting Groups Polluting the Online Political Discourse

Social media sites are becoming a key factor in politics. These platform...

0 Junhao Wang, et al. ∙

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