Rohit Dwivedula
13 papers 2021–2026
Robust Detection of Network Intrusion using Tree-based Convolutional Neural Networks
Vulcan: Instance-specialized, Verifiable Systems Heuristics Through LLM-driven Search
Systems resource management tasks rely primarily on hand-designed heuristics. However, growing hardware heterogeneity and workload diversity require heuristics specialized to particular deployment...
Canopy: Property-Driven Learning for Congestion Control
Learning-based congestion controllers offer better adaptability compared to traditional heuristics. However, the unreliability of learning techniques can cause learning-based controllers to behave...
Man-Made Heuristics Are Dead. Long Live Code Generators!
Policy design for various systems controllers has conventionally been a manual process, with domain experts carefully tailoring heuristics for the specific instance in which the policy will be...
ConfigBot: Adaptive Resource Allocation for Robot Applications in Dynamic Environments
The growing use of service robots in dynamic environments requires flexible management of on-board compute resources to optimize the performance of diverse tasks such as navigation, localization,...
TrustRate: A Decentralized Platform for Hijack-Resistant Anonymous Reviews
Reviews and ratings by users form a central component in several widely used products today (e.g., product reviews, ratings of online content, etc.), but today's platforms for managing such...
Accelerating Distributed Deep Learning using Lossless Homomorphic Compression
As deep neural networks (DNNs) grow in complexity and size, the resultant increase in communication overhead during distributed training has become a significant bottleneck, challenging the...
On a Foundation Model for Operating Systems
This paper lays down the research agenda for a domain-specific foundation model for operating systems (OSes). Our case for a foundation model revolves around the observations that several OS...