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Chip design is about to be revolutionized by the integration of large language, multimodal, and circuit models (collectively LxMs). While exploring this exciting frontier with tremendous potential, the community must also carefully consider…

Machine Learning · Computer Science 2024-05-14 Zeng Wang , Lilas Alrahis , Likhitha Mankali , Johann Knechtel , Ozgur Sinanoglu

Large Language Models (LLMs) have shown remarkable proficiency in natural language understanding (NLU), opening doors for innovative applications. We introduce StreamLink - an LLM-driven distributed data system designed to improve the…

Databases · Computer Science 2025-05-29 Dawei Feng , Di Mei , Huiri Tan , Lei Ren , Xianying Lou , Zhangxi Tan

We consider a logic used to describe sets of configurations of distributed systems, whose network topologies can be changed at runtime, by reconfiguration programs. The logic uses inductive definitions to describe networks with an unbounded…

Logic in Computer Science · Computer Science 2022-04-27 Marius Bozga , Lucas Bueri , Radu Iosif

High-assurance reasoning, particularly in critical domains such as law and medicine, requires conclusions that are accurate, verifiable, and explicitly grounded in evidence. This reasoning relies on premises codified from rules, statutes,…

Artificial Intelligence · Computer Science 2025-10-03 Navapat Nananukul , Yue Zhang , Ryan Lee , Eric Boxer , Jonathan May , Vibhav Giridhar Gogate , Jay Pujara , Mayank Kejriwal

In this paper we present attestable builds, a new paradigm to provide strong source-to-binary correspondence in software artifacts. We tackle the challenge of opaque build pipelines that disconnect the trust between source code, which can…

Cryptography and Security · Computer Science 2025-10-27 Daniel Hugenroth , Mario Lins , René Mayrhofer , Alastair Beresford

The synchronous reactive data flow language LUSTRE is an expressive language, equipped with a suite of tools for modelling, simulating and model-checking a wide variety of safety-critical systems. A critical intermediate step in the…

Programming Languages · Computer Science 2021-05-25 Sanjiva Prasad , R. Madhukar Yerraguntla

Large Language Models (LLMs) are increasingly deployed in high-stakes domains such as science, law, and healthcare, where accurate expressions of uncertainty are essential for reliability and trust. However, current LLMs are often observed…

Computation and Language · Computer Science 2025-11-26 Yibo Li , Miao Xiong , Jiaying Wu , Bryan Hooi

The complexity of modern computing environments and the growing sophistication of cyber threats necessitate a more robust, adaptive, and automated approach to security enforcement. In this paper, we present a framework leveraging large…

Cryptography and Security · Computer Science 2025-06-06 Pablo Fernández Saura , K. R. Jayaram , Vatche Isahagian , Jorge Bernal Bernabé , Antonio Skarmeta

The compositional reasoning capacity has long been regarded as critical to the generalization and intelligence emergence of large language models LLMs. However, despite numerous reasoning-related benchmarks, the compositional reasoning…

Cryptography and Security · Computer Science 2025-03-13 Jiajun Shi , Chaoren Wei , Liqun Yang , Zekun Moore Wang , Chenghao Yang , Ge Zhang , Stephen Huang , Tao Peng , Jian Yang , Zhoufutu Wen

Large language models (LLMs) are prone to hallucination stemming from misaligned self-awareness, particularly when processing queries exceeding their knowledge boundaries. While existing mitigation strategies employ uncertainty estimation…

Computation and Language · Computer Science 2025-10-10 Hang Zheng , Hongshen Xu , Yuncong Liu , Lu Chen , Pascale Fung , Kai Yu

Personalized alignment is crucial for enabling Large Language Models (LLMs) to engage effectively in user-centric interactions. However, current methods face a dual challenge: they fail to infer users' deep implicit preferences (including…

Artificial Intelligence · Computer Science 2026-04-29 Peiming Li , Zhiyuan Hu , Yang Tang , Shiyu Li , Xi Chen

Declarative process specifications define the behavior of processes by means of rules based on Linear Temporal Logic on Finite Traces (LTLf). In a mining context, these specifications are inferred from, and checked on, multi-sets of runs…

Artificial Intelligence · Computer Science 2026-02-19 Alessio Cecconi , Luca Barbaro , Claudio Di Ciccio , Arik Senderovich

We present a novel framework that integrates Large Language Models (LLMs) with automated planning and formal verification to streamline the creation and use of Markov Decision Processes (MDP). Our system leverages LLMs to extract structured…

Robotics · Computer Science 2026-01-12 Enrico Saccon , Davide De Martini , Matteo Saveriano , Edoardo Lamon , Luigi Palopoli , Marco Roveri

In the software industry, the drive to add new features often overshadows the need to improve existing code. Large Language Models (LLMs) offer a new approach to improving codebases at an unprecedented scale through AI-assisted refactoring.…

Software Engineering · Computer Science 2024-12-23 Markus Borg

Owing to their reasoning capabilities, large language models (LLMs) have been evaluated on planning tasks described in natural language. However, LLMs have largely been tested on planning domains without constraints. In order to deploy them…

Computation and Language · Computer Science 2025-10-08 Periklis Mantenoglou , Rishi Hazra , Pedro Zuidberg Dos Martires , Luc De Raedt

Configuration tuning is critical for database performance. Although recent advancements in database tuning have shown promising results in throughput and latency improvement, challenges remain. First, the vast knob space makes direct…

Databases · Computer Science 2025-11-10 Xinyue Yang , Chen Zheng , Yaoyang Hou , Renhao Zhang , Yinyan Zhang , Yanjun Wu , Heng Zhang

Logics of limited belief aim at enabling computationally feasible reasoning in highly expressive representation languages. These languages are often dialects of first-order logic with a weaker form of logical entailment that keeps reasoning…

Artificial Intelligence · Computer Science 2017-05-05 Christoph Schwering

Distributed ledgers are increasingly relied upon by industry to provide trustworthy accountability, strong integrity protection, and high availability for critical data without centralizing trust. Recently, distributed append-only logs are…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-06 Shubham Mishra , João Gonçalves , Chawinphat Tankuranand , Neil Giridharan , Natacha Crooks , Heidi Howard , Chris Jensen

Security-Enhanced Linux (SELinux) is a Linux kernel module that allows for a role-based access control (RBAC) mechanism. It provides a fine-grained security framework enabling system administrators to define security policies at the system…

Cryptography and Security · Computer Science 2023-12-11 Divyam Pahuja , Alvin Tang , Klim Tsoutsman

Audit logs serve as a critical component in the enterprise business systems that are used for auditing, storing, and tracking changes made to the data. However, audit logs are vulnerable to a series of attacks, which enable adversaries to…

Cryptography and Security · Computer Science 2018-11-27 Ashar Ahmad , Muhammad Saad , Mostafa Bassiouni , Aziz Mohaisen