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Modern data warehouses extend SQL with semantic operators that invoke large language models on each qualifying row, but the per-row inference cost is prohibitive at scale. Model cascades reduce this cost by routing most rows through a fast…

Databases · Computer Science 2026-04-02 Paweł Liskowski , Kyle Schmaus

Traditionally, compiler researchers either conduct experiments within an existing production compiler or develop their own prototype compiler; both options come with trade-offs. On one hand, prototyping in a production compiler can be…

Profile Guided Optimization (PGO) uses runtime profiling to direct compiler optimization decisions, effectively combining static analysis with actual execution behavior to enhance performance. Runtime profiles, collected through…

Performance · Computer Science 2025-07-23 Bingxin Liu , Yinghui Huang , Jianhua Gao , Jianjun Shi , Yongpeng Liu , Yipin Sun , Weixing Ji

The IC3 algorithm, also known as PDR, is a SAT-based model checking algorithm that has significantly influenced the field in recent years due to its efficiency, scalability, and completeness. It utilizes SAT solvers to solve a series of SAT…

Logic in Computer Science · Computer Science 2025-05-22 Yuheng Su , Qiusong Yang , Yiwei Ci , Yingcheng Li , Tianjun Bu , Ziyu Huang

This paper describes a simple yet efficient repetition-based modular system for speeding up air-traffic controllers (ATCos) training. E.g., a human pilot is still required in EUROCONTROL's ESCAPE lite simulator (see…

Computation and Language · Computer Science 2022-12-15 Amrutha Prasad , Juan Zuluaga-Gomez , Petr Motlicek , Saeed Sarfjoo , Iuliia Nigmatulina , Karel Vesely

Field programmable gate arrays (FPGAs) can accelerate image processing by exploiting fine-grained parallelism opportunities in image operations. FPGA language designs are often subsets or extensions of existing languages, though these…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-07-06 Robert Stewart , Deepayan Bhowmik , Greg Michaelson , Andrew Wallace

Recent deep learning workloads increasingly push computational demand beyond what current memory systems can sustain, with many kernels stalling on data movement rather than computation. While modern dataflow accelerators incorporate…

Programming Languages · Computer Science 2025-09-09 Shihan Fang , Hongzheng Chen , Niansong Zhang , Jiajie Li , Han Meng , Adrian Liu , Zhiru Zhang

A common workflow for many engineering design problems requires the evaluation of the design system to be investigated under a range of conditions. These conditions usually involve a combination of several parameters. To perform a complete…

Computational Engineering, Finance, and Science · Computer Science 2020-09-18 J. H. Gaspar Elsas , N. A. G. Casaprima , I. F. M. Menezes

We present a self-certifying compiler for the COGENT systems language. COGENT is a restricted, polymorphic, higher-order, and purely functional language with linear types and without the need for a trusted runtime or garbage collector. It…

Correctness alone is insufficient: LLM-generated programs frequently satisfy unit tests while violating contest time or memory budgets. We present SwiftSolve, a complexity-aware multi-agent system for competitive programming that couples…

Artificial Intelligence · Computer Science 2025-10-28 Adhyayan Veer Singh , Aaron Shen , Brian Law , Ahmed Ismail , Jonas Rohweder , Sean O'Brien , Kevin Zhu

We propose ARISE, a framework that iteratively induces rules and generates synthetic data for text classification. We combine synthetic data generation and automatic rule induction, via bootstrapping, to iteratively filter the generated…

Computation and Language · Computer Science 2025-02-11 Yashwanth M. , Vaibhav Singh , Ayush Maheshwari , Amrith Krishna , Ganesh Ramakrishnan

Customization of processor architectures through Instruction Set Extensions (ISEs) is an effective way to meet the growing performance demands of embedded applications. A high-quality ISE generation approach needs to obtain results close to…

Hardware Architecture · Computer Science 2011-11-09 Partha Biswas , Sudarshan Banerjee , Nikil Dutt , Laura Pozzi , Paolo Ienne

Coarse-Grain Reconfigurable Arrays (CGRAs) represent emerging low-power architectures designed to accelerate Compute-Intensive Loops (CILs). The effectiveness of CGRAs in providing acceleration relies on the quality of mapping: how…

Research on sixth-generation (6G) integrated sensing and communication (ISAC) increasingly depends on multimodal datasets. These datasets need to jointly characterize wireless propagation, onboard sensing, and platform mobility. Existing…

Signal Processing · Electrical Eng. & Systems 2026-05-14 Kang Yan , Yuqi Cao , Jiaqi Li , Luping Xiang , Kun Yang

Scores of compilers produce JavaScript, enabling programmers to use many languages on the Web, reuse existing code, and even use Web IDEs. Unfortunately, most compilers inherit the browser's compromised execution model, so long-running…

Programming Languages · Computer Science 2018-04-17 Samuel Baxter , Rachit Nigam , Joe Gibbs Politz , Shriram Krishnamurthi , Arjun Guha

As trapped-ion quantum computing scales to larger qubit registers and more complex control protocols, classical control systems face a fundamental tradeoff: sub-microsecond board-level feedback requires tight hardware coupling, whereas…

Quantum Physics · Physics 2026-05-22 Junpeng She , Ruoyu Yan , Zhizhen Qin , Zhanyu Li , Zhongtao Shen , Zichao Zhou , Binxiang Qi , Luming Duan

Efficiency in embedded systems is paramount to achieve high performance while consuming less area and power. Processors in embedded systems have to be designed carefully to achieve such design constraints. Application Specific Instruction…

Hardware Architecture · Computer Science 2014-03-31 R. G. Ragel , Swarnalatha Radhakrishnan , Angelo Ambrose

Coflow scheduling improves data-intensive application performance by improving their networking performance. State-of-the-art Coflow schedulers in essence approximate the classic online Shortest-Job-First (SJF) scheduling, designed for a…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-17 Akshay Jajoo , Rohan Gandhi , Y. Charlie Hu , Cheng-Kok Koh

Industrial automation systems (IASs) are traditionally developed using a sequential approach where the automation software, which is commonly based on the IEC 61131 languages, is developed when the design and in many cases the…

Software Engineering · Computer Science 2014-06-24 Kleanthis Thramboulidis

We present $\texttt{PyBird-JAX}$, a differentiable, $\texttt{JAX}$-based implementation of $\texttt{PyBird}$, using internal neural network emulators to accelerate computationally costly operations for rapid large-scale structure (LSS)…

Cosmology and Nongalactic Astrophysics · Physics 2026-03-09 Alexander Reeves , Pierre Zhang , Henry Zheng