I'm a Ph.D student in the Computer Science Department at CMU advised by Srini Seshan. My research interest is broadly construed as network architecture, but recently my focus has been on video delivery and datacenter optics. I interned at Google in 2012 working with a team speeding up the mobile web.

Before CMU I received my BA in Computer Science and Japanese at Dartmouth College in 2010. I was advised by Andrew Campbell and Tanzeem Choudhury in CS and James Dorsey in Japanese. I received a Masters of Engineering in Computer Science at Cornell University in 2011. I was advised by Daniel Freedman.

Outside of work, I like to collaborate with musicians around the world via YouTube. I'm also very interested in the Japanese language and culture, having studied abroad at 神田外語大学 (Kanda University for International Studies) in Japan for two summers.

XIA, Carnegie Mellon University

I work under the umbrella of the eXpressive Internet Architecture (XIA) project, a large-scale research project funded by the National Science Foundation (NSF) to effectively design, implement, and evaluate a clean-slate redesign of core internet functionality. XIA seeks to mainly improve the evolvability of the network by providing a simple framework to allow deployment of future means of communication, in addition to providing incredibly flexible routing and intrinsic security.

Global Video Control Plane, Carnegie Mellon University
Srini Seshan, Bruce Maggs, and Hui Zhang

Video is the use-case for the Internet, expected to comprise 80-90% of all traffic by 2019. Live video is also rapidly overtaking the web, with delivery records in the 7+ Tbps range (Akamai world cup delivery) and estimates of 50 Tbps by this year. Despite video delivery already being a complex optimization problem, it's further complicated by the different entities in the larger video ecosystem: e.g., content brokers (the Conviva’s of the world), CDNs, ISPs, content providers, etc., each optimizing for video delivery independently. There is no standard interface between them, leading each entity to act in their own best interests based on limited information about other entities and the network. For example, occasionally CDNs make incorrect assumptions about how ISPs will react to large volumes of traffic, hurting user performance. We wish to have each entity share a minimal amount of data that allows them to continue to act in their own interest, but lower their own cost and increases end-to-end performance by understanding other entities’ decisions more clearly.

Publication: Matthew K. Mukerjee, Ilker Nadi Bozkurt, Bruce Maggs, Srinivasan Seshan, Hui Zhang. The Impact of Brokers on the Future of Content Delivery. HotNets '16.

Slides: Forthcoming

Next-Generation Optical Circuit-switched Datacenters, CMU
Advisor: Srini Seshan, Dave Andersen, Michael Kaminsky, Alex Snoeren, and George Porter

A range of new datacenter switch designs combine wireless or optical circuit technologies with electrical packet switching to deliver higher performance at lower cost than traditional packet-switched networks. These hybrid networks propose scheduling large traffic demands via a high-rate circuit-switched fabric and handle any remaining traffic with a lower-rate, traditional packet-switched interconnect. Unfortunately, the circuit switch is technologically constrained by non-trivial reconfiguration time, requiring clever tricks to achieve high utilization of the hybrid network.

We've investigated multiple problems within the space of hybrid circuit/packet networks, including: 1) techniques for building efficient direct schedulers, 2) sending traffic indirectly through other nodes to reduce the number of necessary configurations, 3) rewriting applications to make better use of the underlying network through application-layer bursts.

Publication: He Liu, Matthew K. Mukerjee, Conglong Li, Nicolas Feltman, George Papen, Stefan Savage, Srinivasan Seshan, Geoffrey M. Voelker, David G. Andersen, Michael Kaminsky, George Porter, and Alex C. Snoeren. Scheduling Techniques for Hybrid Circuit/Packet Networks. CoNEXT '15.

Slides: pdf keynote

Video Delivery Network (VDN), Carnegie Mellon University
Srini Seshan, Dongsu Han, and Hui Zhang

Live video delivery is difficult to control due to failures, flash crowds, and under-provisioning at Internet-scale. Users want very high quality and synchronized low latency (as many users interact with each other in real-time via social media or incorporated stream chat functionality), but traditional solutions (i.e., caching) are not helpful due to the live aspect. The obvious solution of centralization and replication is not practical---the combined need of high availability, low latency, and highly optimized quality is difficult to impossible to simultaneously obtain in a purely centralized Internet-scale solution. Thus, current systems use a DNS-based distributed approach.

We design a system that combines the quality benefits of a centralized control plane (using centralized optimization) with the low latency and resilience to failures of a distributed control plane, which we dub a hybrid control plane. Through careful design and integration of both approaches, we show our system benefits from both, while avoiding problems from competing decisions. We evaluate our system using client-side traces from a large-scale video analytics company in a variety of scenarios to measure quality improvement, as well as on EC2 to show low latency (join times) and resilience to failures. We find a ~2x improvement in quality with ~100ms join times despite WAN conditions, in addition to providing flexibility to CDN operators in terms of quality, policy expression, and cost.

Publication: Matthew K. Mukerjee, David Naylor, Junchen Jiang, Dongsu Han, Srinivasan Seshan, Hui Zhang. Practical, Real-time Centralized Control for CDN-based Live Video Delivery. SIGCOMM '15.

Slides: keynote

Understanding Incremental Deployment, Carnegie Mellon University
Srini Seshan and Peter Steenkiste

The focus of this work is building a fundamental understanding of incremental deployability of new network architectures. Although IPv6 has been around for decades, ease of deployment over IPv4 is still a major concern. My work focused on distilling down four key problems that network architectures need to solve in order to be deployable. We further examine a variety of specific mechanisms that solve these problems, creating a design space of options. We evaluate a select few of these options (modeling current IPv6 deployment techniques as well as XIA) across the US using PlanetLab as a testbed. We find that certain mechanisms prominently featured in XIA (multiple discrete identifiers and fallbacks in forwarding) as well as control plane centralization can help aid in virtually seamless deployment of new network architectures.

Publication: Matthew K. Mukerjee, Dongsu Han, Srinivasan Seshan, and Peter Steenkiste. Understanding tradeoffs in incremental deployment of new network architectures. CoNEXT '13.

BiFocals, Cornell University
Daniel Freedman and Ken Birman

I worked with members of the BiFocals project to research into the cause and effect of high-speed 10 GbE fiber-optic wide-area network burstiness. The burstiness in question happens at a timescale so small (order of microseconds) that conventional computer science techniques (userland software, kernel time-stamping, NIC level time-stamping, etc.) are entirely unable to see these bursts. We thus used high-precision physics equipment to measure the packets in-flight on the actual fiber. These bursts provide an instantaneous data rate of 10 Gbps, potentially overwhelming commodity endpoint servers. We show through experimentation that various common endpoint configurations can provide radically different loss for the same bursty stream.

NeuroPhone, Dartmouth College
Andrew Campbell, Tanzeem Choudhury, Rajeev Raizada

This work focused on probing the intersections of neuroscience and mobile. Given the existence of commodity ("toy") electroencephalography (EEG) headsets ($<300) what are possible applications in the space of mobile? Our system (NeuroPhone) provides a cursory glance at a possible applications in that space, a "brain-powered" address book. The mobile phone presents pictures of contacts on the display and the EEG headset recognizes which contact the user wished to call, due to the contact they expect to appear eliciting a specific brain response ("P300"). This work eventually lead to an NSF EAGER grant.

Publication: Campbell, A. T., T. Choudhury, S. Hu, H. Lu, M. K. Mukerjee, M. Rabbi, R. D. S Raizada. NeuroPhone: Brain-Mobile Phone Interface using a Wireless EEG Headset. SIGCOMM 2010 - MobiHeld 2010, August 2010.


I like to collaborate with tons of musicians from around the world. Most of my output these days are with my band Tetrimino, which I play bass and mix for. We play video game music that we arrange as jazz-fusion.