I am a second year Ph.D student at Georgia Tech advised by Dhruv Batra. I am interested in machine learning and its diverse applications.
I spent a wonderful summer (2017) at Microsoft Research India as an intern with Prateek Jain working at the intersection of Program Synthesis and Deep Learning.
I am a violinist learning Karnatic Classical music from Vid. A Kanyakumari . Sounds from concerts are on my sound cloud channel.
Neural-Guided Deductive Search for Real-Time Program Synthesis [pdf]
Abhishek Mohta, Ashwin Kalyan, Oleksandr Polozov, Dhruv Batra, Sumit Gulwani, Prateek Jain
International Conference on Learning Representations (ICLR), 2018
Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence Models [arxiv] [code] [demo]
Ashwin K Vijayakumar, Michael Cogswell, Ramprasaath R. Selvaraju, Qing Sun, Stefan Lee, David Crandall, Dhruv Batra
AAAI Conference on Artificial Intelligence (AAAI), 2018
Sound-word2vec: Learning Word Embeddings Grounded in Sound [arxiv]
Ashwin K Vijayakumar, Ramakrishna Vedantam, Devi Parikh
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2017
We Are Humor Beings: Understanding and Predicting Visual Humor [arxiv]
Arjun Chandrasekaran, Ashwin K Vijayakumar, Stanislaw Antol, Mohit Bansal, Dhruv Batra, C. Lawrence Zitnick, Devi Parikh
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016
Estimating Multiple Physical Parameters from Speech Data
Shareef Babu Kalluri, Ashwin K Vijayakumar, Deep Vijayasenan, Rita Singh
IEEE Workshop on Machine Learning for Signal Processing (MLSP), 2016
Audio Segmentation using A-priori Information in the Context of Karnatic Music [Xplore]
Ashwin K Vijayakumar, Sreecharan S, Sumam David S
IEEE Conference on Signal Processing, Informatics, Communication and Energy Systems (SPICE), 2015