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In the modern era of multicore processors, utilizing cores is a tedious job. Synchronization and communication among processors involve high cost. Software transaction memory systems (STMs) addresses this issues and provide better…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-07-31 Chirag Juyal , Sandeep Kulkarni , Sweta Kumari , Sathya Peri , Archit Somani

We present TransactionGPT (TGPT), a foundation model for consumer transaction data within one of the world's largest payment networks. TGPT is designed to understand and generate transaction trajectories while simultaneously supporting a…

Massively scalable web applications encounter a fundamental tension in computing between "performance" and "correctness": performance is often addressed by using a large and therefore distributed machine where programs are multi-threaded…

Distributed, Parallel, and Cluster Computing · Computer Science 2011-06-17 Daniel Shawcross Wilkerson , Simon Fredrick Vicente Goldsmith , Ryan Barrett , Erick Armbrust , Robert Johnson , Alfred Fuller

Parallel execution of smart contract transactions in large multicore architectures is critical for higher efficiency and improved throughput. The main bottleneck for maximizing the throughput of a node through parallel execution is…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-08-15 Parwat Singh Anjana , Matin Amini , Rohit Kapoor , Rahul Parmar , Raghavendra Ramesh , Srivatsan Ravi , Joshua Tobkin

In recent years, table reasoning has garnered substantial research interest, particularly regarding its integration with Large Language Models (LLMs), which have revolutionized natural language applications. Existing LLM-based studies…

Information Retrieval · Computer Science 2026-04-14 Qingyang Mao , Qi Liu , Zhi Li , Mingyue Cheng , Zheng Zhang , Rui Li

Modern applications often operate on data in multiple administrative domains. In this federated setting, participants may not fully trust each other. These distributed applications use transactions as a core mechanism for ensuring…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-08-23 Isaac Sheff , Tom Magrino , Jed Liu , Andrew C. Myers , Robbert van Renesse

Recent advances in Chain-of-Thought (CoT) prompting have substantially enhanced the reasoning capabilities of large language models (LLMs), enabling sophisticated problem-solving through explicit multi-step reasoning traces. However, these…

Machine Learning · Computer Science 2025-08-28 Xinyu Li , Tianjin Huang , Ronghui Mu , Xiaowei Huang , Gaojie Jin

Writing concurrent programs for shared memory multiprocessor systems is a nightmare. This hinders users to exploit the full potential of multiprocessors. STM (Software Transactional Memory) is a promising concurrent programming paradigm…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-07-27 Ajay Singh , Sathya Peri , G Monika , Anila Kumari

In the modern era of multi-core systems, the main aim is to utilize the cores properly. This utilization can be done by concurrent programming. But developing a flawless and well-organized concurrent program is difficult. Software…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-05-06 Chirag Juyal , Sandeep Kulkarni , Sweta Kumari , Sathya Peri , Archit Somani

Traditional public blockchain systems typically had very limited transaction throughput because of the bottleneck of the consensus protocol itself. With recent advances in consensus technology, the performance limit has been greatly lifted,…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-02-11 Péter Garamvölgyi , Yuxi Liu , Dong Zhou , Fan Long , Ming Wu

A new emerging class of parallel database management systems (DBMS) is designed to take advantage of the partitionable workloads of on-line transaction processing (OLTP) applications. Transactions in these systems are optimized to execute…

Databases · Computer Science 2011-11-01 Andrew Pavlo , Evan P. C. Jones , Stanley Zdonik

Ethereum clients execute transactions in a sequential order prescribed by the consensus protocol. This is a safe and conservative approach to blockchain transaction processing which forgoes running transactions in parallel even when doing…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-31 Nadi Sarrar

Event-driven multi-threaded programming is fast becoming a preferred style of developing efficient and responsive applications. In this concurrency model, multiple threads execute concurrently, communicating through shared objects as well…

Programming Languages · Computer Science 2017-10-17 Pallavi Maiya , Rahul Gupta , Aditya Kanade , Rupak Majumdar

The introduction of Bitcoin fueled the development of blockchain-based resilient data management systems that are resilient against failures, enable federated data management, and can support data provenance. The key factor determining the…

Databases · Computer Science 2022-04-08 Jelle Hellings , Suyash Gupta , Sajjad Rahnama , Mohammad Sadoghi

Current architectures for main-memory online transaction processing (OLTP) database management systems (DBMS) typically use random scheduling to assign transactions to threads. This approach achieves uniform load across threads but it…

Databases · Computer Science 2024-09-04 Tieying Zhang , Anthony Tomasic , Andrew Pavlo

Designing the terminal ingredients of direct data-driven predictive control presents challenges due to its reliance on an implicit, non-minimal input-output data-driven representation. By considering the class of constrained LTI systems…

Systems and Control · Electrical Eng. & Systems 2024-11-04 Mohammad Bajelani , Walter Lucia , Klaske van Heusden

Software Transactional Memory systems (STMs) have garnered significant interest as an elegant alternative for addressing synchronization and concurrency issues with multi-threaded programming in multi-core systems. Client programs use STMs…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-03-25 Ved Prakash Chaudhary , Chirag Juyal , Sandeep Kulkarni , Sweta Kumari , Sathya Peri

Large Language Models (LLMs) have demonstrated strong capabilities in natural language understanding and reasoning. However, their ability to perform exact, deterministic computation remains unclear. In this work, we systematically evaluate…

Artificial Intelligence · Computer Science 2026-05-08 Hongkun Yu

Phased execution models are a well-known solution to tackle the unpredictability of today's complex COTS multi-core platforms. The semantics of these models dedicate phases for a task's execution and shared memory accesses. Memory phases…

Systems and Control · Electrical Eng. & Systems 2025-08-28 Thilanka Thilakasiri , Matthias Becker

We propose Hybrid Transactional Replication (HTR), a novel replication scheme for highly dependable services. It combines two schemes: a transaction is executed either optimistically by only one service replica in the deferred update mode…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-01-26 Tadeusz Kobus , Maciej Kokociński , Paweł T. Wojciechowski