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Modern cloud databases present scaling as a binary decision: scale-out by adding nodes or scale-up by increasing per-node resources. This one-dimensional view is limiting because database performance, cost, and coordination overhead emerge…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-05 Shahir Abdullah , Syed Rohit Zaman

With more applications moving to the cloud, cloud providers need to diagnose performance problems in a timely manner. Offline processing of logs is slow and inefficient, and instrumenting the end-host network stack would violate the…

Networking and Internet Architecture · Computer Science 2016-11-08 Mojgan Ghasemi , Theophilus Benson , Jennifer Rexford

Cloud computing platforms have created the possibility for computationally limited users to delegate demanding tasks to strong but untrusted servers. Verifiable computing algorithms help build trust in such interactions by enabling the…

Computational Complexity · Computer Science 2019-07-10 Saeid Sahraei , Mohammad Ali Maddah-Ali , Salman Avestimehr

The growing integration of distributed energy resources into distribution systems poses challenges for voltage regulation. Dynamic VAR Compensators (DVCs) are a new generation of power electronics-based Volt/VAR compensation devices…

Systems and Control · Electrical Eng. & Systems 2023-09-13 Han Pyo Lee , Keith DSouza , Ke Chen , Ning Lu , Mesut Baran

Performance increase with general-purpose processors has come to a halt. We can no longer depend on Moore's Law to increase computing performance. The only way to achieve higher performance or lower energy consumption is by building…

While SDNs enable more flexible and adaptive network operations, (logically) centralized reconfigurations introduce overheads and delays, which can limit network reactivity. This paper initiates the study of a more distributed approach, in…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-08-28 Klaus-Tycho Foerster , Stefan Schmid

Verification and validation (V&V) of autonomous vehicles (AVs) typically requires exhaustive testing across a variety of operating environments and driving scenarios including rare, extreme, or hazardous situations that might be difficult…

Robotics · Computer Science 2026-01-12 Tanmay Vilas Samak , Chinmay Vilas Samak , Giovanni Martino , Pranav Nair , Venkat Krovi

Although neural networks are widely used, it remains challenging to formally verify the safety and robustness of neural networks in real-world applications. Existing methods are designed to verify the network before deployment, which are…

Machine Learning · Computer Science 2023-02-06 Tianhao Wei , Changliu Liu

With 5G networking, deterministic guarantees are emerging as a key enabler. In this context, we present a scalable Damper-based architecture for Large-scale Deterministic IP Networks (D-LDN) that meets required bounds on end-to-end delay…

Networking and Internet Architecture · Computer Science 2022-09-27 M. Yassine Naghmouchi , Shoushou Ren , Paolo Medagliani , Sébastien Martin , Jérémie Leguay

With the current exponential growth in traffic and service demands, device-to-device (D2D) cooperation is identified as a major mechanism to enable 5G networks to effectively and efficiently augment network resources. The effectiveness of…

Networking and Internet Architecture · Computer Science 2018-06-26 Sanaa Sharafeddine , Omar Farhat

PROOF, the Parallel ROOT Facility, is a ROOT-based framework which enables interactive parallelism for event-based tasks on a cluster of computing nodes. Although PROOF can be used simply from within a ROOT session with no additional…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-06-18 Dario Berzano , Jakob Blomer , Predrag Buncic , Ioannis Charalampidis , Gerardo Ganis , Georgios Lestaris , René Meusel

Current network control plane verification tools cannot scale to large networks, because of the complexity of jointly reasoning about the behaviors of all nodes in the network. In this paper we present a modular approach to control plane…

Networking and Internet Architecture · Computer Science 2023-09-22 Alan Tang , Ryan Beckett , Steven Benaloh , Karthick Jayaraman , Tejas Patil , Todd Millstein , George Varghese

Cloud computing data centers are growing in size and complexity to the point where monitoring and management of the infrastructure become a challenge due to scalability issues. A possible approach to cope with the size of such data centers…

Machine Learning · Computer Science 2019-03-07 Matteo Stefanini , Riccardo Lancellotti , Lorenzo Baraldi , Simone Calderara

We present our framework DKVF that enables one to quickly prototype and evaluate new protocols for key-value stores and compare them with existing protocols based on selected benchmarks. Due to limitations of CAP theorem, new protocols must…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-01-17 Mohammad Roohitavaf , Sandeep Kulkarni

Diffusion Language Models (DLMs) present a promising non-sequential paradigm for text generation, distinct from standard autoregressive (AR) approaches. However, current decoding strategies often adopt a reactive stance, underutilizing the…

Computation and Language · Computer Science 2026-01-30 Miao Li , Hanyang Jiang , Sikai Cheng , Hengyu Fu , Yuhang Cai , Baihe Huang , Tinghan Ye , Xuanzhou Chen , Pascal Van Hentenryck

Proof-carrying-code was proposed as a solution to ensure a trust relationship between two parties: a (heavyweight) analyzer and a (lightweight) checker. The analyzer verifies the conformance of a given application to a specified property…

Programming Languages · Computer Science 2018-08-06 Mohamed Nassim Seghir

As the cloud computing paradigm has gained prominence, the need for verifiable computation has grown increasingly urgent. The concept of verifiable computation enables a weak client to outsource difficult computations to a powerful, but…

Distributed, Parallel, and Cluster Computing · Computer Science 2012-02-23 Justin Thaler , Mike Roberts , Michael Mitzenmacher , Hanspeter Pfister

The view and the view update are known mechanism for controlling access of data and for integrating data of different schemas. Despite intensive and long research on them in both the database community and the programming language…

Test-time scaling is an important mechanism for improving large language models, especially on tasks with deterministic verifiers. Code translation is a canonical example: the source program constrains valid outputs, while compilers, type…

Machine Learning · Computer Science 2026-05-19 Tianyang Zhou , Somesh Jha , Mihai Christodorescu , Kirill Levchenko , Varun Chandrasekaran

In a data center network, for example, it is quite often to use controllers to manage resources in a centralized man- ner. Centralized control, however, imposes a scalability problem. In this paper, we investigate the use of multiple…

Networking and Internet Architecture · Computer Science 2011-07-26 Adrian S. -W. Tam , Kang Xi , H. Jonathan Chao