Arjun K. Gupta

Just How Toxic is Data Poisoning? A Unified Benchmark for Backdoor and Data Poisoning Attacks

2020 · arXiv (Cornell University)

Data poisoning and backdoor attacks manipulate training data in order to cause models to fail during inference. A recent survey of industry practitioners found that data poisoning is the number one concern among threats ranging …

Can You Learn an Algorithm? Generalizing from Easy to Hard Problems with\n Recurrent Networks

2021 · arXiv (Cornell University)

Deep neural networks are powerful machines for visual pattern recognition,\nbut reasoning tasks that are easy for humans may still be difficult for neural\nmodels. Humans possess the ability to extrapolate reasoning strategies learned\non simple problems to …