Get our free extension to see links to code for papers anywhere online!

Chrome logo  Add to Chrome

Firefox logo Add to Firefox
Picture for Pratyush Maini

Pratyush Maini
Alert button

Model-tuning Via Prompts Makes NLP Models Adversarially Robust


Mar 13, 2023
Mrigank Raman, Pratyush Maini, J. Zico Kolter, Zachary C. Lipton, Danish Pruthi

Add code
Alert button

Figure 1 for Model-tuning Via Prompts Makes NLP Models Adversarially Robust
Figure 2 for Model-tuning Via Prompts Makes NLP Models Adversarially Robust
Figure 3 for Model-tuning Via Prompts Makes NLP Models Adversarially Robust
Figure 4 for Model-tuning Via Prompts Makes NLP Models Adversarially Robust

   Access Paper or Ask Questions
  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Characterizing Datapoints via Second-Split Forgetting


Oct 26, 2022
Pratyush Maini, Saurabh Garg, Zachary C. Lipton, J. Zico Kolter

Add code
Alert button

Figure 1 for Characterizing Datapoints via Second-Split Forgetting
Figure 2 for Characterizing Datapoints via Second-Split Forgetting
Figure 3 for Characterizing Datapoints via Second-Split Forgetting
Figure 4 for Characterizing Datapoints via Second-Split Forgetting
* Accepted at NeurIPS 2022 
   Access Paper or Ask Questions
  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Dataset Inference: Ownership Resolution in Machine Learning


Apr 21, 2021
Pratyush Maini, Mohammad Yaghini, Nicolas Papernot

Add code
Alert button

Figure 1 for Dataset Inference: Ownership Resolution in Machine Learning
Figure 2 for Dataset Inference: Ownership Resolution in Machine Learning
Figure 3 for Dataset Inference: Ownership Resolution in Machine Learning
Figure 4 for Dataset Inference: Ownership Resolution in Machine Learning
* Published as a conference paper at ICLR 2021 (Spotlight Presentation) 
   Access Paper or Ask Questions
  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Data-Free Model Extraction


Nov 30, 2020
Jean-Baptiste Truong, Pratyush Maini, Robert Walls, Nicolas Papernot

Add code
Alert button

Figure 1 for Data-Free Model Extraction
Figure 2 for Data-Free Model Extraction
Figure 3 for Data-Free Model Extraction
Figure 4 for Data-Free Model Extraction

   Access Paper or Ask Questions
  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Why and when should you pool? Analyzing Pooling in Recurrent Architectures


May 01, 2020
Pratyush Maini, Keshav Kolluru, Danish Pruthi, Mausam

Add code
Alert button

Figure 1 for Why and when should you pool? Analyzing Pooling in Recurrent Architectures
Figure 2 for Why and when should you pool? Analyzing Pooling in Recurrent Architectures
Figure 3 for Why and when should you pool? Analyzing Pooling in Recurrent Architectures
Figure 4 for Why and when should you pool? Analyzing Pooling in Recurrent Architectures
* Preprint 
   Access Paper or Ask Questions
  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Adversarial Robustness Against the Union of Multiple Perturbation Models


Sep 09, 2019
Pratyush Maini, Eric Wong, J. Zico Kolter

Add code
Alert button

Figure 1 for Adversarial Robustness Against the Union of Multiple Perturbation Models
Figure 2 for Adversarial Robustness Against the Union of Multiple Perturbation Models
Figure 3 for Adversarial Robustness Against the Union of Multiple Perturbation Models
Figure 4 for Adversarial Robustness Against the Union of Multiple Perturbation Models
* 16 pages 
   Access Paper or Ask Questions
  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email