Journal Publications:
Siddartha Reddy, Sundeep Prabhakar Chepuri " Tensor Multi View Canonical Correlation Analysis over Graphs" IEEE Transactions on Signal and Information Processing over Networks 2025.
Siddartha Reddy, Sundeep Prabhakar Chepuri "Sampling and Recovery of Signals on a Simplicial Complex using Neighbourhood Aggregation" IEEE Signal Processing Letters 2024.
Siddartha Reddy, Sundeep Prabhakar Chepuri ”Simplicial Convolutional Neural Networks with Simplicial ARMA Filters”, under review at IEEE Open Journal on Signal Processing.
Conference Publications ( A*) (> 9 pages)
Siddartha Reddy, Sai Saketh, Mahesh Chandran " Interpretable and Parameter Efficient Graph Neural Additive Models with Random Fourier Features" , Neural Information Processing Systems (Neurips) 2025.
Aysuhman*, Siddartha Reddy*, Sundeep chepuri, Mahesh Chandran "State Space models for Temporal Graphs", under submission at ICLR 2026. (*-equal contribution)
Conference Publications:
Siddartha Reddy, Sundeep Prabhakar Chepuri "Sampling and Reconstruction of Signals on Product Cell Structures”, Proc. of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Seoul, Korea, Apr. 2024.
Siddartha Reddy, Sundeep Prabhakar Chepuri, Pierre Borgnat ”Clustering with Simplicial Complexes ”, 2023 31st European Signal Processing Conference on Signal Processing (EUSIPCO) Helsinki, Finland, Sep.2023. (Best student Paper award (first place))
Siddartha Reddy, Sundeep Prabhakar Chepuri "Tensor Canonical Correlation Analysis on Graphs ", 2021 55th Asilomar Conference on Signals, Systems, and Computers, 1546-1550, Pacific Grove, USA.
Siddartha Reddy, Sundeep Prabhakar Chepuri . "Sampling and Reconstruction of Diffusive fields on Graphs" 2019 IEEE Global Conference on Signal and Information Processing (GlobalSIP), Ottawa, ON, Canada, 2019, pp. 1-5, doi: 10.1109/GlobalSIP45357.2019.8969404.