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The rapid advance of Large Language Models (LLMs) has catalyzed the development of Vision-Language Models (VLMs). Monolithic VLMs, which avoid modality-specific encoders, offer a promising alternative to the compositional ones but face the…

Computer Vision and Pattern Recognition · Computer Science 2025-02-11 Chenxin Tao , Shiqian Su , Xizhou Zhu , Chenyu Zhang , Zhe Chen , Jiawen Liu , Wenhai Wang , Lewei Lu , Gao Huang , Yu Qiao , Jifeng Dai

Embodied agents operating in smart homes must understand human behavior through diverse sensory inputs and communicate via natural language. While Vision-Language Models (VLMs) have enabled impressive language-grounded perception, their…

Computer Vision and Pattern Recognition · Computer Science 2026-02-25 Chuhao Zhou , Jianfei Yang

We present simple new Hoare logics and refinement calculi for hybrid systems in the style of differential dynamic logic. (Refinement) Kleene algebra with tests is used for reasoning about the program structure and generating verification…

Logic in Computer Science · Computer Science 2019-10-31 Simon Foster , Jonathan Julián Huerta y Munive , Georg Struth

The growing proliferation of FPGAs and High-level Synthesis (HLS) tools has led to a large interest in designing hardware accelerators for complex operations and algorithms. However, existing HLS toolflows typically require a significant…

Software Engineering · Computer Science 2022-02-18 Benjamin Biggs , Ian McInerney , Eric C. Kerrigan , George A. Constantinides

The correct use of a Hardware Abstraction Layer (HAL) interface in embedded applications is crucial to prevent malfunctions, crashes, or even hardware damage. Software model checking has been successfully applied to check interface…

Logic in Computer Science · Computer Science 2025-12-19 Manuel Bentele , Onur Altinordu , Jan Körner , Andreas Podelski , Axel Sikora

The problem of synthesis of gate-level descriptions of digital circuits from behavioural specifications written in higher-level programming languages (hardware compilation) has been studied for a long time yet a definitive solution has not…

Programming Languages · Computer Science 2009-07-07 Dan R. Ghica

High-level synthesis (HLS) transforms an algorithmic description of hardware from a higher abstraction (e.g., C/C++) into a register-transfer level (RTL) design, offering reduced development time and greater flexibility in design space…

Hardware Architecture · Computer Science 2026-04-27 Xiaofeng Zhou , Linfeng Du , Guangyu Hu , Sharad Sinha , Hongce Zhang , Wei Zhang

Ontology Learning (OL) is the computational task of generating a knowledge base in the form of an ontology given an unstructured corpus whose content is in natural language (NL). Several works can be found in this area most of which are…

Computation and Language · Computer Science 2016-03-09 Sourish Dasgupta , Ankur Padia , Kushal Shah , Prasenjit Majumder

Modern Systems-on-Chip (SoC) designs are increasingly heterogeneous and contain specialized semi-programmable accelerators in addition to programmable processors. In contrast to the pre-accelerator era, when the ISA played an important role…

Hardware Architecture · Computer Science 2019-01-29 Bo-Yuan Huang , Hongce Zhang , Pramod Subramanyan , Yakir Vizel , Aarti Gupta , Sharad Malik

In practical early-stage battery-electric vehicle studies, analysis workflows may become fragmented across spreadsheets, notebooks, and project-specific scripts, making reuse, audit, and extension harder. VEHRON is an open-source Python…

Computational Engineering, Finance, and Science · Computer Science 2026-04-28 Subramanyam Natarajan

Using Isabelle/HOL, we verify a union-find data structure with an explain operation due to Nieuwenhuis and Oliveras. We devise a simpler, more naive version of the explain operation whose soundness and completeness is easy to verify. Then,…

Logic in Computer Science · Computer Science 2025-08-12 Lukas Stevens , Rebecca Ghidini

Vision-Language-Action (VLA) models provide a unified framework for perception, language conditioning, and action generation, but many existing systems remain difficult to deploy in embedded robotic settings because of their computational…

Robotics · Computer Science 2026-03-05 Justin Williams , Kishor Datta Gupta , Roy George , Mrinmoy Sarkar

Vectorization via Single Instruction, Multiple Data (SIMD) architectures is a cornerstone of high-performance computing. To fully exploit hardware potential, developers often resort to explicit vectorization using intrinsics, as…

Computation and Language · Computer Science 2026-05-19 Shangzhan Li , Xinyu Yin , Xuanyu Jin , Ye He , Yuxin Zhou , Yuxuan Li , Xu Han , Wanxiang Che , Qi Shi , Ting Liu , Maosong Sun

The growing complexity and diversity of models used in the engineering of dependable systems implies that a variety of formal methods, across differing abstractions, paradigms, and presentations, must be integrated. Such an integration…

Logic in Computer Science · Computer Science 2020-07-28 Simon Foster , James Baxter , Ana Cavalcanti , Jim Woodcock , Frank Zeyda

Proof assistants are important tools for teaching logic. We support this claim by discussing three formalizations in Isabelle/HOL used in a recent course on automated reasoning. The first is a formalization of System W (a system of…

Logic in Computer Science · Computer Science 2020-11-02 Asta Halkjær From , Jørgen Villadsen , Patrick Blackburn

The given paper considered a generalized model representation of the software system "Instrumental complex for ontological engineering purpose". Represented complete software system development process. Developed relevant formal models of…

Software Engineering · Computer Science 2022-01-04 A. V. Palagin , N. G. Petrenko , V. Yu. Velychko , K. S. Malakhov

The optimization phase of a compiler is responsible for transforming an intermediate representation (IR) of a program into a more efficient form. Modern optimizers, such as that used in the GraalVM compiler, use an IR consisting of a…

Logic in Computer Science · Computer Science 2024-03-04 Brae J. Webb , Mark Utting , Ian J. Hayes

This paper develops a Versatile and Honest vision language Model (VHM) for remote sensing image analysis. VHM is built on a large-scale remote sensing image-text dataset with rich-content captions (VersaD), and an honest instruction dataset…

Computer Vision and Pattern Recognition · Computer Science 2024-12-20 Chao Pang , Xingxing Weng , Jiang Wu , Jiayu Li , Yi Liu , Jiaxing Sun , Weijia Li , Shuai Wang , Litong Feng , Gui-Song Xia , Conghui He

Build systems become an indispensable part of the software implementation and deployment process. New programming languages are released with the build system integrated into the language tools, for example, Go, Rust, or Zig. However, in…

Systems and Control · Electrical Eng. & Systems 2026-03-30 Michał Kruszewski

Large language models (LLM), such as Google's Minerva and OpenAI's GPT families, are becoming increasingly capable of solving mathematical quantitative reasoning problems. However, they still make unjustified logical and computational…

Artificial Intelligence · Computer Science 2024-03-28 Jin Peng Zhou , Charles Staats , Wenda Li , Christian Szegedy , Kilian Q. Weinberger , Yuhuai Wu