no code implementations • 13 Feb 2024 • Kordag Mehmet Kilic, Jin Sima, Jehoshua Bruck
Neural networks successfully capture the computational power of the human brain for many tasks.
no code implementations • 13 Feb 2024 • Kordag Mehmet Kilic, Jin Sima, Jehoshua Bruck
It is known that two anchors (the points to which NN is computed) are sufficient for a NN representation of a threshold function, however, the resolution (the maximum number of bits required for the entries of an anchor) is $O(n\log{n})$.
no code implementations • 12 Nov 2023 • Bijan Mazaheri, Siddharth Jain, Matthew Cook, Jehoshua Bruck
We explore what we call ``omitted label contexts,'' in which training data is limited to a subset of the possible labels.
no code implementations • 9 May 2023 • Kordag Mehmet Kilic, Jin Sima, Jehoshua Bruck
Specifically, in this paper, we study the representation of Boolean functions in the associative computation model, where the inputs are binary vectors and the corresponding outputs are the labels ($0$ or $1$) of the nearest neighbor anchors.
no code implementations • 17 May 2022 • Kordag Mehmet Kilic, Jin Sima, Jehoshua Bruck
The expressive power of neural gates (number of distinct functions it can compute) depends on the weight sizes and, in general, large weights (exponential in the number of inputs) are required.
no code implementations • 15 Jul 2021 • Bijan Mazaheri, Siddharth Jain, Jehoshua Bruck
Consider multiple experts with overlapping expertise working on a classification problem under uncertain input.
1 code implementation • NeurIPS 2020 • Bijan Mazaheri, Siddharth Jain, Jehoshua Bruck
Varying domains and biased datasets can lead to differences between the training and the target distributions, known as covariate shift.
no code implementations • 22 Apr 2020 • Netanel Raviv, Siddharth Jain, Pulakesh Upadhyaya, Jehoshua Bruck, Anxiao Jiang
By our approach, either the data or internal layers of the DNN are coded with error correcting codes, and successful computation under noise is guaranteed.
no code implementations • 9 Jan 2020 • Netanel Raviv, Siddharth Jain, Jehoshua Bruck
Data is one of the most important assets of the information age, and its societal impact is undisputed.
no code implementations • 19 Jan 2014 • Farzad Farnoud, Moshe Schwartz, Jehoshua Bruck
It is known that the majority of the human genome consists of repeated sequences.