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Wav2vec-C introduces a novel representation learning technique combining elements from wav2vec 2.0 and VQ-VAE. Our model learns to reproduce quantized representations from partially masked speech encoding using a contrastive loss in a way…

Audio and Speech Processing · Electrical Eng. & Systems 2021-06-25 Samik Sadhu , Di He , Che-Wei Huang , Sri Harish Mallidi , Minhua Wu , Ariya Rastrow , Andreas Stolcke , Jasha Droppo , Roland Maas

Multimodal in-context learning (ICL) equips Large Vision-language Models (LVLMs) with the ability to adapt to new tasks via multiple user-provided demonstrations, without requiring any model parameter updates. However, its effectiveness is…

Computer Vision and Pattern Recognition · Computer Science 2025-08-27 Yanshu Li , Yi Cao , Hongyang He , Qisen Cheng , Xiang Fu , Xi Xiao , Tianyang Wang , Ruixiang Tang

Programming microcontrollers involves low-level interfacing with hardware and peripherals that are concurrent and reactive. Such programs are typically written in a mixture of C and assembly using concurrent language extensions (like…

Programming Languages · Computer Science 2021-09-02 Abhiroop Sarkar , Robert Krook , Bo Joel Svensson , Mary Sheeran

The rapid development of RISC-V instruction set architecture presents new opportunities and challenges for software developers. Is it sufficient to simply recompile high-performance software optimized for x86-64 onto RISC-V CPUs? Are…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-17 Anna Pirova , Anastasia Vodeneeva , Konstantin Kovalev , Alexander Ustinov , Evgeny Kozinov , Alexey Liniov , Valentin Volokitin , Iosif Meyerov

Imitation Learning (IL) is a natural way for humans to teach robots, particularly when high-quality demonstrations are easy to obtain. While IL has been widely applied to single-robot settings, relatively few studies have addressed the…

Integrating cryptographic accelerators into modern CPU architectures presents unique microarchitectural challenges, particularly when extending instruction sets with complex and multistage operations. Hardware-assisted cryptographic…

Hardware Architecture · Computer Science 2025-08-29 Alperen Bolat , Sakir Sezer , Kieran McLaughlin , Henry Hui

A performance model of CVA6 RISC-V processor is built to evaluate performance related modifications before implementing them in RTL. Its accuracy is 99.2% on CoreMark. This model is used to evaluate a superscalar feature for CVA6. During…

Hardware Architecture · Computer Science 2024-10-03 Côme Allart , Jean-Roch Coulon , André Sintzoff , Olivier Potin , Jean-Baptiste Rigaud

Vision-language models (VLMs) have tremendous potential for grounding language, and thus enabling language-conditioned agents (LCAs) to perform diverse tasks specified with text. This has motivated the study of LCAs based on reinforcement…

Artificial Intelligence · Computer Science 2024-11-27 Theo Cachet , Christopher R. Dance , Olivier Sigaud

We present an approach to program reasoning which inserts between a program and its verification conditions an additional layer, the denotation of the program expressed in a declarative form. The program is first translated into its…

Logic in Computer Science · Computer Science 2012-02-23 Wolfgang Schreiner

The RISC-V Instruction Set Architecture (ISA) has enjoyed phenomenal growth in recent years, however it still to gain popularity in HPC. Whilst adopting RISC-V CPU solutions in HPC might be some way off, RISC-V based PCIe accelerators offer…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-09-30 Nick Brown , Ryan Barton

Runtime verification (RV) is a pragmatic and scalable, yet rigorous technique, to assess the correctness of complex systems, including cyber-physical systems (CPS). By measuring how robustly a CPS run satisfies a specification, RV allows in…

Logic in Computer Science · Computer Science 2018-02-13 Stefan Jaksic , Ezio Bartocci , Radu Grosu , Dejan Nickovic

Multimodal large language models via reinforcement learning (RL) have demonstrated remarkable capabilities in complex visual reasoning tasks, yet they remain limited in long-horizon multimodal scenarios, often suffering from visual…

Computer Vision and Pattern Recognition · Computer Science 2026-05-26 Chenghao Li , Fusheng Hao , Xikai Zhang , Likang Xiao , Yanwei Ren , Fuxiang Wu , Quan Chen , Liu Liu

In this paper, we present rIC3, an efficient bit-level hardware model checker primarily based on the IC3 algorithm. It boasts a highly efficient implementation and integrates several recently proposed optimizations, such as the specifically…

Formal Languages and Automata Theory · Computer Science 2025-05-22 Yuheng Su , Qiusong Yang , Yiwei Ci , Tianjun Bu , Ziyu Huang

Security in modern RISC-V processors demands more than functional correctness: It requires resilience to side-channel attacks. This paper evaluates the vulnerability of the side channel of the CVA6 RISC-V core by analyzing software-based…

Cryptography and Security · Computer Science 2025-12-29 Behnam Farnaghinejad , Antonio Porsia , Annachiara Ruospo , Alessandro Savino , Stefano Di Carlo , Ernesto Sanchez

We show how standard IPC mechanisms can be used with the fork() system call to perform explicit state model checking on all interleavings of a multithreaded application. We specifically show how to check for deadlock and race conditions in…

Logic in Computer Science · Computer Science 2007-05-23 Jason E. Holt

Rising device use and third-party IP integration in semiconductors raise security concerns. Unauthorized access, fault injection, and privacy invasion are potential threats from untrusted actors. Different security techniques have been…

Cryptography and Security · Computer Science 2023-11-20 Geraldine Shirley Nicholas , Dhruvakumar Vikas Aklekar , Bhavin Thakar , Fareena Saqib

Advances in artificial intelligence (AI) have led to its application in many areas of everyday life. In the context of control engineering, reinforcement learning (RL) represents a particularly promising approach as it is centred around the…

Machine Learning · Computer Science 2024-06-28 Kevin Badalian , Lucas Koch , Tobias Brinkmann , Mario Picerno , Marius Wegener , Sung-Yong Lee , Jakob Andert

Computing the viability kernel is key in providing guarantees of safety and proving existence of safety-preserving controllers for constrained dynamical systems. Current numerical techniques that approximate this construct suffer from a…

Systems and Control · Computer Science 2013-12-13 Shahab Kaynama , Meeko Oishi

The Valida instruction set architecture is designed for implementation in zkVMs to optimize for fast, efficient execution proving. This specification intends to guide implementors of zkVMs and compiler toolchains for Valida. It provides an…

Cryptography and Security · Computer Science 2025-05-21 Morgan Thomas , Mamy Ratsimbazafy , Marcin Bugaj , Lewis Revill , Carlo Modica , Sebastian Schmidt , Ventali Tan , Daniel Lubarov , Max Gillett , Wei Dai

A software model of a reversible processor ReveR with the stack is discussed in this paper. An architecture, the minimal set of elementary reversible operations together with an implementation of the basic control flow structures and…

Emerging Technologies · Computer Science 2011-06-01 Alexander Yu. Vlasov