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cs.LG2022
A Proposal to Study "Is High Quality Data All We Need?"
Swaroop Mishra, Anjana Arunkumar
Even though deep neural models have achieved superhuman performance on many popular benchmarks, they have failed to generalize to OOD or adversarial datasets. Conventional approach…
cs.LG2021
Front Contribution instead of Back Propagation
Swaroop Mishra, Anjana Arunkumar
Deep Learning's outstanding track record across several domains has stemmed from the use of error backpropagation (BP). Several studies, however, have shown that it is impossible t…