CS Katha Barta | ସଂଗଣକ ବିଜ୍ଞାନ କଥା ବାର୍ତା

Hosted by Subhankar Mishra's Lab
People -> Saswat Das, Rucha Bhalchandra Joshi, Subhankar Mishra

2022

Upcoming Talks

  1. Mr. Monik Raj Behera JP Morgan
    • Date: April 25, 2022, 1600 hours
    • Title: ReTAG - Real Time Anomaly Detection on Blockchain Graph
    • Abstract: For decentralized financial services on enterprise blockchain networks like Liink by Onyx, J.P.Morgan, it is critical to ensure the messages and traffic flowing in the network as safe and anomaly free. This is to maintain a healthy network, intelligent enough to learn anomalies happening on network, in real time and to notify actors appropriately. In the solution deployed in Liink network, the model is intelligent to identify unsupervised anomalies, in real time, on streams of data and blockchain transactions. From engineering design perspective, the model is of constant space and time complexity by design, as it uses probabilistic data structure to store the model weights. Also to note, ReTAG is designed for graph data structure, where model environment can be represented as a graph. With explainable feature of the model, it is planned to be integrated with human powered feedback system, to rectify unsupervised classified labels, and adjust the weights of existing models to accommodate the human feedbacks. ReTAG has potential to identify numerous unseen anomalies, with very low rate of false positivity and can fit in multiple graph representations.
  2. Dr. Dinesh Babu Jayagopi IIIT Bangalore
    • Date: 25 May, 2022, 1600 hours
    • Title: TBA
  3. Dr. Jaya Sreevalsan Nair IIIT Bangalore
    • Date: June 29, 2022, 1600 hours
    • Title: Multiscale Computational Thinking in Science and Engineering
  4. Prof. Meenakshi D'Souza IIIT Bangalore
    • Date: July 6, 2022
    • Title: TBA
  5. Dr. Pradeesha Ashok IIIT Bangalore
    • Date: TBA
    • Title: TBA
  6. Dr. Sumit Mukherjee Insitro, formerly Microsoft Research
    • Date: TBA
    • Title: TBA

Past Talks

  1. Dr. Megha Khosla TU Delft
    • Date: April 21, 2022, 1600 hours
    • Title: Privacy in Graph Neural Networks
    • Abstract: Graph Neural Networks (GNNs), which generalize traditional deep neural networks on graph data, have achieved state-of-the-art performance on several graph analytical tasks. With their growing popularity in various applications including sensitive applications like health it is imperative to study the privacy aspects of these models. In this talk I will discuss the vulnerability of GNNs to privacy leakage and also present our framework on releasing GNNs under differential privacy guarantees.
  2. Dr. Charu Sharma IIIT Hyderabad
    • Date: April 11, 2022, 1600 hours
    • Title: Geometric Deep Learning for Graphs and Point Clouds
    • Abstract: Recent years have seen a surge in cutting-edge research on geometric machine learning for complex structured data such as 3D point clouds, graphs, and manifolds. While traditional ML has mainly focused on data in the Euclidean domain, in comparison, geometric ML aims to generalize to non-Euclidean domains. However, working with the non-Euclidean domain is accompanied by its own set of research challenges, namely, varying sizes of vertex neighborhoods, as opposed to images with regular grids and fixed neighborhood sizes. Additionally, there are no standard distance metrics between graphs. In this talk, we will focus on geometric representation learning for 3D point clouds and briefly on graphs.
  3. Mr. Abhinav Agshikar Amazon
    • Date: April 7, 2022. 1030 hours
    • Title: Multi-Tenancy in a SaaS environment
    • Abstract: Tenant isolation is fundamental to the design and development of Software as a Service (SaaS) systems. It enables SaaS providers to reassure customers that—even in a multitenant environment—their resources cannot be accessed by other tenants. This talk will cover architectural patterns that solve tenancy and associated problems such as Noisy Neighbor. We will also deep dive into advanced topics and solutions that AWS implements to achieve Tenant Isolation.
    • Resources:
      1. AWS SaaS Whitepaper
      2. AWS Shuffle Sharing Lab
      3. Shuffle Sharing Blog
  4. Prof. I. A. Palani IIT Indore
    • Date: March 28, 2022, 1600 hours
    • Title: Shape memory alloy actuated soft robotic systems
  5. Mr. Sumeet Gupta Akamai Technologies
    • Date: March 16, 2022, 1100 hours
    • Title: Say Hello to SASE: Secure Access Service Edge
  6. Dr. Ankit Gangwal IIIT Hyderabad
    • Date: February 19, 2022, 1100 hours
    • Title: Introduction to Layer-two Blockchains

Past years