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Language models have shown promising performance on the task of translating natural language questions into SQL queries (Text-to-SQL). However, most of the state-of-the-art (SOTA) approaches rely on powerful yet closed-source large language…

计算与语言 · 计算机科学 2024-02-27 Haoyang Li , Jing Zhang , Hanbing Liu , Ju Fan , Xiaokang Zhang , Jun Zhu , Renjie Wei , Hongyan Pan , Cuiping Li , Hong Chen

C/C++/OpenCL-based high-level synthesis (HLS) becomes more and more popular for field-programmable gate array (FPGA) accelerators in many application domains in recent years, thanks to its competitive quality of results (QoR) and short…

硬件体系结构 · 计算机科学 2021-05-07 Yuze Chi , Licheng Guo , Jason Lau , Young-kyu Choi , Jie Wang , Jason Cong

Reinforcement learning (RL) has progressed substantially over the past decade, with much of this progress being driven by benchmarks. Many benchmarks are focused on video or board games, and a large number of robotics benchmarks lack…

机器人学 · 计算机科学 2024-07-23 Michael Beukman , Branden Ingram , Geraud Nangue Tasse , Benjamin Rosman , Pravesh Ranchod

To advance capabilities of large language models (LLMs) in solving combinatorial optimization problems (COPs), this paper presents the Language-based Neural COP Solver (LNCS), a novel framework that is unified for the end-to-end resolution…

人工智能 · 计算机科学 2024-12-17 Xia Jiang , Yaoxin Wu , Yuan Wang , Yingqian Zhang

Parallel programs in high performance computing (HPC) continue to grow in complexity and scale in the exascale era. The diversity in hardware and parallel programming models make developing, optimizing, and maintaining parallel software…

分布式、并行与集群计算 · 计算机科学 2024-05-15 Daniel Nichols , Aniruddha Marathe , Harshitha Menon , Todd Gamblin , Abhinav Bhatele

High-Performance Computing (HPC) platforms enable scientific software to achieve breakthroughs in many research fields such as physics, biology, and chemistry, by employing Research Software Engineering (RSE) techniques. These include 1)…

分布式、并行与集群计算 · 计算机科学 2019-10-16 Matan Rusanovsky , Re'em Harel , Lee-or Alon , Idan Mosseri , Harel Levin , Gal Oren

Large Language Models (LLMs) like LLaMA, Mistral, and Gemma are increasingly used in decision-critical domains such as healthcare, law, and finance, yet their reliability remains uncertain. They often make overconfident errors, degrade…

计算与语言 · 计算机科学 2026-01-01 Rohit Kumar Salla , Manoj Saravanan , Shrikar Reddy Kota

We present CrossTL, a universal programming language translator enabling bidirectional translation between multiple languages through a unified intermediate representation called CrossGL. Traditional approaches require separate translators…

编程语言 · 计算机科学 2025-09-01 Nripesh Niketan , Vaatsalya Shrivastva

In reinforcement learning (RL) research, simulations enable benchmarks between algorithms, as well as prototyping and hyper-parameter tuning of agents. In order to promote RL both in research and real-world applications, frameworks are…

机器人学 · 计算机科学 2022-12-05 Christian Bitter , Timo Thun , Tobias Meisen

A collaboration framework is a distributed system that serves as the data layer for a collaborative app. Conflict-free Replicated Data Types (CRDTs) are a promising theoretical technique for implementing collaboration frameworks. However,…

分布式、并行与集群计算 · 计算机科学 2023-10-17 Matthew Weidner , Huairui Qi , Maxime Kjaer , Ria Pradeep , Benito Geordie , Yicheng Zhang , Gregory Schare , Xuan Tang , Sicheng Xing , Heather Miller

Rapid advancements in artificial intelligence (AI) have enabled robots to performcomplex tasks autonomously with increasing precision. However, multi-robot systems (MRSs) face challenges in generalization, heterogeneity, and safety,…

机器人学 · 计算机科学 2025-05-05 Zhaoxing Li , Wenbo Wu , Yue Wang , Yanran Xu , William Hunt , Sebastian Stein

The RoboCup competition was started in 1997, and is known as the oldest RoboCup league. The RoboCup 2D Soccer Simulation League is a stochastic, partially observable soccer environment in which 24 autonomous agents play on two opposing…

机器人学 · 计算机科学 2024-01-09 Nader Zare , Omid Amini , Aref Sayareh , Mahtab Sarvmaili , Arad Firouzkouhi , Stan Matwin , Amilcar Soares

We present a framework for intuitive robot programming by non-experts, leveraging natural language prompts and contextual information from the Robot Operating System (ROS). Our system integrates large language models (LLMs), enabling…

RoboCup offers a set of benchmark problems for Artificial Intelligence in form of official world championships since 1997. The most tactical advanced and richest in terms of behavioural complexity of these is the 2D Soccer Simulation…

人工智能 · 计算机科学 2017-08-22 Olivia Michael , Oliver Obst

Developing socially competent robots requires tight integration of robotics, computer vision, speech processing, and web technologies. We present the Socially-interactive Robot Software platform (SROS), an open-source framework addressing…

机器人学 · 计算机科学 2023-11-28 Mahta Akhyani , Hadi Moradi

Humanoid soccer robots perceive their environment exclusively through cameras. This paper presents a monocular vision system that was originally developed for use in the RoboCup Humanoid League, but is expected to be transferable to other…

机器人学 · 计算机科学 2018-10-01 Hafez Farazi , Philipp Allgeuer , Sven Behnke

High-level synthesis (HLS) tools have brought FPGA development into the mainstream, by allowing programmers to design architectures using familiar languages such as C, C++, and OpenCL. While the move to these languages has brought…

硬件体系结构 · 计算机科学 2019-10-11 Johannes de Fine Licht , Torsten Hoefler

Current research on large language models (LLMs) with retrieval-augmented code generation (RACG) has largely focused on single-language settings, leaving their cross-lingual effectiveness underexplored. Multilingual RACG systems are…

软件工程 · 计算机科学 2026-04-21 Qiming Zhu , Jialun Cao , Xuanang Chen , Weili Zhang , Yaojie Lu , Hongyu Lin , Xianpei Han , Le Sun , Shing-Chi Cheung

Object-oriented programming languages such as Java and Objective C have become popular for implementing agent-based and other object-based simulations since objects in those languages can {\em reflect} (i.e. make runtime queries of an…

数学软件 · 计算机科学 2008-10-22 Russell K. Standish , Duraid Madina

Critical goals of scientific computing are to increase scientific rigor, reproducibility, and transparency while keeping up with ever-increasing computational demands. This work presents an integrated framework well-suited for data…

分布式、并行与集群计算 · 计算机科学 2023-10-13 Paul Nuyujukian