Weekly Reading Group at DSG
This repository hosts a list of research papers and topics that we discuss on every Saturday in the group. We believe that reading research papers not only strengthens our concepts, but also helps in understanding the intuition behind the
development of a particular idea, and the complete thought process of the author.
A collection of concise write-ups on each paper, with something noteworthy is also maintained here.
Date
Topic
Presenters
Notes
4th October, 2020
Composition-Based Multi-Relational Graph Convolutional Networks (CompGCN)
Anirudh
Summary
22nd August, 2020
Attention Is All You Need
Ankit, Yash, Ankit Aharwal
Summary , Code
15th August, 2020
SPECTER: Document-level Representation Learning using Citation-informed Transformers , Neural Arithmetic Logic Units
Anirudh, Aaryan
Summary (Specter) Summary (NALU)
8th August, 2020
iSeeBetter: Spatio-temporal video super-resolution using recurrent generative back-projection networks & Other SRs
Rohan, Saswat
Summary
1st August, 2020
Deep Residual Learning for Image Recognition
Abhinav, Shashwat, Shashank
Summary , Code
18th July, 2020
Long Short-Term Memory (LSTM)
Aaryan, Shruti, Ishan
Summary , Code
4th July,2020
Generative Adversarial Nets
Sahil, Vivek, Akshit
Summary , Code
27th June, 2020
Tutorial on Variational Autoencoders
Prankush, Vipul
Summary
20th June, 2020
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift , LayerNorm , GroupNorm , InstanceNorm
Aaryan, Ishan, Anirudh
Summary , Code
15th June, 2020
What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?
Rohan, Yash, Ankit
Summary
12th June, 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library & Automatic differentiation in PyTorch
Anirudh, Saswat
Part of PyTorch Code Review Discussions in DSG
6th June, 2020
Distilling the knowledge in a neural network
Shashwat, Akshit
Summary , Code Teacher network , Code Student network
30th May, 2020
Learning to learn by gradient descent by gradient descent
Shruti, Vivek, Shashank
Summary , Code
23rd May, 2020
Mixed Precision Training
Aaryan, Ishan, Anirudh
Summary , Code
16th May, 2020
Selfie: Self-supervised Pretraining for Image Embedding
Ankit, Prankush
Summary
9th May, 2020
Explaining and Harnessing Adversarial Examples
Abhinav, Sahil, Vipul
Summary , Code