paper-with-me

Papers

CRADLE: Conversational RTL Design Space Exploration with LLM-based Multi-Agent Systems

2025-08-12 · Lukas Krupp, Maximilian Schöffel, Elias Biehl, Norbert Wehn arxiv

This paper presents CRADLE, a conversational framework for design space exploration of RTL designs using LLM-based multi-agent systems. Unlike existing rigid approaches, CRADLE enables user-guided flows with internal self-verification, correction, and optimization. We demonstrate the framework with a generator-critic agent system targeting FPGA resource minimization using state-of-the-art LLMs. Experimental results on the RTLLM benchmark show that CRADLE achieves significant reductions in resource usage with averages of 48% and 40% in LUTs and FFs across all benchmark designs.

📄 PDF Abstract BibTeX arXiv:2508.08709

Code (0)

등록된 구현이 없습니다.

Similar Papers 제목 키워드 기반

Cradle: Empowering Foundation Agents Towards General Computer Control

2024-03-05 · Weihao Tan, Wentao Zhang, Xinrun Xu, Haochong Xia 외

Despite the success in specific scenarios, existing foundation agents still struggle to generalize across various virtual scenarios, mainly due to the dramatically different encapsulations of environments with manually d…

Efficient Exploration

CRADLE-VAE: Enhancing Single-Cell Gene Perturbation Modeling with Counterfactual Reasoning-based Artifact Disentanglement

2024-09-09 · Seungheun Baek, Soyon Park, Yan Ting Chok, Junhyun Lee 외

Predicting cellular responses to various perturbations is a critical focus in drug discovery and personalized therapeutics, with deep learning models playing a significant role in this endeavor. Single-cell datasets cont…

counterfactualCounterfactual ReasoningDisentanglementDrug Discovery

Observations on LLMs for Telecom Domain: Capabilities and Limitations

2023-05-22 · Sumit Soman, Ranjani H G

The landscape for building conversational interfaces (chatbots) has witnessed a paradigm shift with recent developments in generative Artificial Intelligence (AI) based Large Language Models (LLMs), such as ChatGPT by Op…

Domain AdaptationLanguage ModelingLanguage ModellingLarge Language Model

Bioplastic Design using Multitask Deep Neural Networks

2022-03-22 · Christopher Kuenneth, Jessica Lalonde, Babetta L. Marrone, Carl N. Iverson 외

Non-degradable plastic waste stays for decades on land and in water, jeopardizing our environment; yet our modern lifestyle and current technologies are impossible to sustain without plastics. Bio-synthesized and biodegr…

Diversity

Cooperating Tools for MWE Lexicon Management and Corpus Annotation

2018-08-01 · COLING 2018 8 · Yuji Matsumoto, Akihiko Kato, Hiroyuki Shindo, Toshio Morita

We present tools for lexicon and corpus management that offer cooperating functionality in corpus annotation. The former, named Cradle, stores a set of words and expressions where multi-word expressions are defined with …

ManagementPOS