From the community
Community reading list
Related work connects learning, domain knowledge, and formal reasoning across networked systems and AI applications. Contributions from all research groups are welcome, including your own work.
Published papers
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On the Role of LLMs in Designing the Architecture of Networked Systems
Pratyush Sahu, Rahul Bothra, Venkat Arun, Brighten Godfrey, Akshay Narayan, and Ahmed Saeed
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AIDA: Accelerating Root Cause Analysis for Multi-Vendor Device Failures with LLM-Powered Reasoning
Haoran Xu, Xuan Zeng, Xumiao Zhang, Xiaoxi Zhang, Yang Lv, Peng Zhang, Deke Guo, and Ennan Zhai
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Networked Agent Memory and Causality Representation: Experiences towards Interpretable Cloud-Scale Root-Causing
Yanyu Ren, Xianshang Lin, Chenxu Wang, Li Chen, Shuai Wang, Kaihui Gao, Dan Li, Yunfeng Bai, Chen Tian, Xinlei Zhang, Yungang Li, Tao Lin, and Ennan Zhai
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MeshAgent: Enabling Reliable Network Management with Large Language Models
Yajie Zhou, Kevin Hsieh, Sathiya Kumaran Mani, Srikanth Kandula, and Zaoxing Liu
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UNUM: A New Framework for Network Control
Jiayi Chen, Nihal Sharma, Debajit Chakraborty, Saurabh Agarwal, Jeffrey Zhou, Aditya Akella, and Sanjay Shakkottai
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Towards Performance Robustness for Microservices
Divyanshu Saxena, Gaurav Vipat, Jiaxin Lin, Jingbo Wang, Isil Dillig, Sanjay Shakkottai, and Aditya Akella
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Eywa: Automating Model-Based Testing using LLMs
Rajdeep Mondal, Rathin Singha, Todd Millstein, George Varghese, Ryan Beckett, and Siva Kesava Reddy Kakarla
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Canopy: Property-Driven Learning for Congestion Control
Chenxi Yang, Divyanshu Saxena, Rohit Dwivedula, Kshiteej Mahajan, Swarat Chaudhuri, and Aditya Akella
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Enforcing Temporal Constraints for LLM Agents
Adharsh Kamath, Sishen Zhang, Changming Xu, Shubham Ugare, Gagandeep Singh, and Sasa Misailovic
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Syntra: Synthesizing Cross-Layer Controllers for Low-Latency Video Streaming
Jia Pan, Anup Agarwal, Işıl Dillig, and Venkat Arun
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Constrained Creativity for SysOps Agents
Sayan Sinha, Vipul Harsh, Yajie Zhou, Marko Morrison, B. Aditya Prakash, Vyas Sekar, and Hui Zhang
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CEGS: Configuration Example Generalizing Synthesizer
Jianmin Liu, Li Chen, Dan Li, and Yukai Miao
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NetDiffusion: Network Data Augmentation Through Protocol-Constrained Traffic Generation
Xi Jiang, Shinan Liu, Aaron Gember-Jacobson, Arjun Nitin Bhagoji, Paul Schmitt, Francesco Bronzino, and Nick Feamster
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Verifying Learning-Augmented Systems
Tomer Eliyahu, Yafim Kazak, Guy Katz, and Michael Schapira
Preprints
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APEX: A Network-Native Time-Series Foundation Model for Forecasting and Anomaly Detection for Wireless Edge Operations
Swadhin Pradhan, Niloo Bahadori, and Peiman Amini
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TraceCodec: A Compiler-Backed Neural Codec for Stateful Multi-Flow Network Traffic Traces
Junhui Ding, Xinchen Zhang, Xiaohui Xie, and Shinan Liu
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PLUME: Building a Network-Native Foundation Model for Wireless Traces via Protocol-Aware Tokenization
Swadhin Pradhan, Shazal Irshad, and Jerome Henry