Really exciting news! My first research work accepted to #AAAI2022 on data-free adversaries. We successfully attack and fool SOTA NLP models on a myriad of tasks like Sentiment Classification and Language Inference. And the best part, no actual data needed, just the model!
No need for data to craft adversaries anymore! π§ Check our paper "MINIMAL: Mining Models for Data Free Universal Adversarial Triggers" @RealAAAI#AAAI2022. Extremely grateful for the 4 accept reviews as this will be my first A* publication in #NLProc!
https://t.co/pDkDCyWNfI
AES Are Both Overstable And Oversensitive: Explaining Why And Proposing Defenses
https://t.co/Qr9pYcnb9c
by Yaman Kumar Singla et al. including @RatnRajiv#DeepLearning#Computation
MINIMAL: Mining Models for Data Free Universal Adversarial Triggers
https://t.co/h5WTzzfnoH
by Swapnil Parekh et al. including @RatnRajiv#Computation#Language
Our new work w @YamanKSingla and @midasIIITD on novel training data-free NLP adversarial triggers which are dangerous phrases which can flip model predictions for all inputs of a particular class! Additionally they transfer well across architectures and datasets.
MINIMAL: Mining Models for Data Free Universal Adversarial Triggers
https://t.co/h5WTzzfnoH
by Swapnil Parekh et al. including @RatnRajiv#Computation#Language
Here we show algorithm for mining universal adversaries from just models w/o any requirement of data. So for universal adversarial attacks, now you just need to make a few API calls and you can find triggers which perturb output of *any* input to the model.
#NLProc
Unable to register my startup with #startupindia. It's more than two weeks since I am getting "CIN verification Service is not available currently."
Without this, no startup can get tax benefits which is due by 31 March. Could you please help @startupindia@PiyushGoyal @DIPPGOI?
Read about how essay scoring models treat essays as "word-soups".
Selecting just 30% words of a human-written essay score original grade(+-1)
Joint work with @jessyjli , @SwapnilDreams10, @RatnRajiv , @mile_research