Georgia Tech Interdisciplinary Research Centers (IRCs)
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Recent Submissions
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Hybrid Machine Learning for Complex Systems: Algorithm and Architecture to Couple Model-Based and Data-Driven Learning
(Georgia Institute of Technology, 2018-11-02)An all-day summit featuring plenary talks on the future of computing and panel discussions. -
Automated Perception in the Real World: The Problem of Scarce Data
(2018-11-30)Machine perception is a key step toward artificial intelligence in domains such as self-driving cars, industrial automation, and robotics. Much progress has been made in the past decade, driven by machine learning, ... -
Reconfigurable and Programmable Physical Computing for a Digital Computing World
(Georgia Institute of Technology, 2018-11-02)An all-day summit featuring plenary talks on the future of computing and panel discussions. -
Migratory Memory-Side Processing Breakthrough Architecture for Graph Analytics
(Georgia Institute of Technology, 2018-11-02)Today's data intensive applications, such as sparse-matrix linear algebra and graph analytics, do not exhibit the same locality traits as compute-intensive applications, resulting in the latency of individual memory accesses ... -
Emergent Computation in Active Matter
(Georgia Institute of Technology, 2018-11-02)Swarm robotics and programmable active matter both explore how individual agents can come together to perform useful tasks collectively. How effectively they can do this depends on the individuals' computational capabilities, ... -
An Overview of AI Initiative and Research at ORNL
(Georgia Institute of Technology, 2018-11-02)An all-day summit featuring plenary talks on the future of computing and panel discussions. -
Architecture and Compiler Support for Near-Term Quantum Computers
(Georgia Institute of Technology, 2018-11-02)An all-day summit featuring plenary talks on the future of computing and panel discussions. -
The Center for Health Analytics and Informatics (CHAI)- Observational Health Data Analytics at Scale
(Georgia Institute of Technology, 2018-11-02)An all-day summit featuring plenary talks on the future of computing and panel discussions. -
CRNCH Rogues Gallery Update: A Community Core for Novel Computing Platforms
(Georgia Institute of Technology, 2018-11-02)In one classic sense a rogue is someone who goes their own way, who breaks away from the crowd. The CRNCH Rogues Gallery aims to support computer architecture rogues by being a physical and virtual space providing access ... -
DNN-Dataflow- Hardware Co-Design for Enabling Pervasive General-Purpose AI
(Georgia Institute of Technology, 2018-11-02)The development of supervised learning based DL solutions today is mostly open loop. A typical DL model is created by hand-tuning the neural network (NN) topology by a team of experts over multiple iterations, often ... -
CRNCH Summit Opening Remarks
(Georgia Institute of Technology, 2018-11-02)Welcome by Dean Zvi Galil and Vivek Sarkar, Professor and CRNCH Co-director. An all-day summit featuring plenary talks on the future of computing and panel discussions. -
Data-to-Decisions for Safe Autonomous Flight
(Georgia Institute of Technology, 2018-11-07)Traditional sensor data can be augmented with new data sources such as roadmaps and geographical information system (GIS) Lidar/video to offer emerging unmanned aircraft systems (UAS) and urban air mobility (UAM) a new ... -
Multimodal, Personable, and Knowledgeable Language Generation
(2018-11-19)In this talk, I will discuss my group's recent work on state-of-the-art natural language generation (NLG) and dialogue models that are multimodal, personality-based, and knowledge-rich. First, we will discuss dialogue ... -
The Statistical Foundations of Learning to Control
(2018-11-14)Given the dramatic successes in machine learning and reinforcement learning over the past half decade, there has been a surge of interest in applying these techniques to continuous control problems in robotics and autonomous ... -
Scalable On-demand Mobility Services
(2018-11-14)The convergence of several technology enablers, including ubiquitous connectivity, autonomous vehicles, and sophisticated analytics, provides unique opportunities to fundamentally transform mobility in the next decade. ... -
Practical Applications of Signal Processing and Machine Learning in a Dynamic Retail Environment
(2018-10-31)The retail industry is the midst of rapid change due to intensifying competition from fragmented and non-traditional sources, expansion of assortment breadth and product availability, and more transparent pricing. Evolving ... -
Operational and Tactical Analysis of Same-Day Delivery Distribution Systems
(2018-10-24)E-retail is a highly competitive segment that constantly demands innovation and process improvement. One such innovation rapidly gaining traction is same-day delivery (SDD); large e-retailers like Amazon are quite active ... -
Few-shot Learning with Meta-Learning: Progress Made and Challenges Ahead
(2018-10-15)A lot of the recent progress on many AI tasks enabled in part by the availability of large quantities of labeled data. Yet, humans are able to learn concepts from as little as a handful of examples. Meta-learning is a very ... -
Reaching Beyond Human Accuracy With AI Datacenters
(2018-10-03)Deep learning has enabled rapid progress in diverse problems in vision, speech, healthcare, and beyond. This progress has been driven by breakthroughs in algorithms that can harness massive datasets and powerful compute ... -
Supply Chain Innovation Showcase
(2018-09-26)A special session where two early stage companies will talk individually about their unique characteristics/problems solved. Amari Ruff from Sudu will present "How startups are pushing the Future of Transportation" to ...
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