MONAQ: Multi-Objective Neural Architecture Querying for Time-Series Analysis on Resource-Constrained Devices

15 May 2025

Papers citing "MONAQ: Multi-Objective Neural Architecture Querying for Time-Series Analysis on Resource-Constrained Devices"

31 / 31 papers shown

Title
Position: Empowering Time Series Reasoning with Multimodal LLMs Yaxuan Kong Yiyuan Yang Shiyu Wang Chenghao Liu Yuxuan Liang Ming Jin Stefan Zohren Dan Pei Yating Liu Qingsong Wen AI4TS LRM 109 7 0 03 Feb 2025
A Picture is Worth A Thousand Numbers: Enabling LLMs Reason about Time Series via Visualization Haoxin Liu Chenghao Liu B. Prakash AI4TS LRM 118 9 0 09 Nov 2024
See it, Think it, Sorted: Large Multimodal Models are Few-shot Time Series Anomaly Analyzers Jiaxin Zhuang Leon Yan Zhenwei Zhang Ruiqi Wang Jiawei Zhang Yuantao Gu AI4TS 69 10 0 04 Nov 2024
TimeSeriesExam: A time series understanding exam Yifu Cai Arjun Choudhry Mononito Goswami Artur Dubrawski ELM AI4TS 50 13 0 18 Oct 2024
AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML Patara Trirat Wonyong Jeong Sung Ju Hwang LLMAG 80 17 0 03 Oct 2024
Optimizing TinyML: The Impact of Reduced Data Acquisition Rates for Time Series Classification on Microcontrollers Riya Samanta Bidyut Saha S. K. Ghosh Ram Babu Roy 43 3 0 17 Sep 2024
Sensor-Aware Classifiers for Energy-Efficient Time Series Applications on IoT Devices Dina Hussein Lubah Nelson Ganapati Bhat 61 2 0 11 Jul 2024
Evaluating Large Language Models on Time Series Feature Understanding: A Comprehensive Taxonomy and Benchmark Elizabeth Fons Rachneet Kaur Soham Palande Zhen Zeng Svitlana Vyetrenko T. Balch AI4TS 43 13 0 25 Apr 2024
Language Models Still Struggle to Zero-shot Reason about Time Series Mike A. Merrill Mingtian Tan Vinayak Gupta Tom Hartvigsen Tim Althoff AI4TS LRM 59 30 0 17 Apr 2024
LeMo-NADe: Multi-Parameter Neural Architecture Discovery with LLMs Md Hafizur Rahman Prabuddha Chakraborty 47 5 0 28 Feb 2024
Universal Time-Series Representation Learning: A Survey Patara Trirat Yooju Shin Junhyeok Kang Youngeun Nam Jihye Na Minyoung Bae Joeun Kim Byunghyun Kim Jae-Gil Lee AI4TS 92 17 0 08 Jan 2024
Heterogeneous Graph Neural Architecture Search with GPT-4 Haoyuan Dong Yang Gao Haishuai Wang Hongxi Yang Peng Zhang 54 6 0 14 Dec 2023
MicroNAS: Memory and Latency Constrained Hardware-Aware Neural Architecture Search for Time Series Classification on Microcontrollers Tobias King Yexu Zhou Tobias Röddiger Michael Beigl 58 3 0 27 Oct 2023
LLM Performance Predictors are good initializers for Architecture Search Ganesh Jawahar Muhammad Abdul-Mageed L. Lakshmanan Dujian Ding LRM 93 20 0 25 Oct 2023
Graph Neural Architecture Search with GPT-4 Haishuai Wang Yang Gao Xin-Min Zheng Peng Zhang Hongyang Chen Jiajun Bu Philip S. Yu AI4CE 67 29 0 30 Sep 2023
The Rise and Potential of Large Language Model Based Agents: A Survey Zhiheng Xi Wenxiang Chen Xin Guo Wei He Yiwen Ding ... Wenjuan Qin Yongyan Zheng Xipeng Qiu Xuanjing Huan Tao Gui LM&MA LM&Ro 3DV AI4CE 100 924 0 14 Sep 2023
LLMatic: Neural Architecture Search via Large Language Models and Quality Diversity Optimization Muhammad Umair Nasir Sam Earle C. Cleghorn Steven D. James Julian Togelius 63 61 0 01 Jun 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.4K 14,313 0 15 Mar 2023
Time Series as Images: Vision Transformer for Irregularly Sampled Time Series Zekun Li Shiyang Li Xifeng Yan AI4TS 56 55 0 01 Mar 2023
Neural Architecture Search: Insights from 1000 Papers Colin White Mahmoud Safari R. Sukthanker Binxin Ru T. Elsken Arber Zela Debadeepta Dey Frank Hutter 3DV AI4CE 80 138 0 20 Jan 2023
On-Device Training Under 256KB Memory Ji Lin Ligeng Zhu Wei-Ming Chen Wei-Chen Wang Chuang Gan Song Han MQ 78 206 0 30 Jun 2022
MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning Ji Lin Wei-Ming Chen Han Cai Chuang Gan Song Han 77 157 0 28 Oct 2021
HW-NAS-Bench:Hardware-Aware Neural Architecture Search Benchmark Chaojian Li Zhongzhi Yu Yonggan Fu Yongan Zhang Yang Zhao Haoran You Qixuan Yu Yue Wang Yingyan Lin 101 110 0 19 Mar 2021
A Comprehensive Survey on Hardware-Aware Neural Architecture Search Hadjer Benmeziane Kaoutar El Maghraoui Hamza Ouarnoughi Smail Niar Martin Wistuba Naigang Wang 68 104 0 22 Jan 2021
Small-Footprint Keyword Spotting with Multi-Scale Temporal Convolution Ximin Li Xiaodong Wei Xiaowei Qin 77 38 0 20 Oct 2020
MCUNet: Tiny Deep Learning on IoT Devices Ji Lin Wei-Ming Chen Chengyue Wu J. Cohn Chuang Gan Song Han 138 487 0 20 Jul 2020
Best Practices for Scientific Research on Neural Architecture Search Marius Lindauer Frank Hutter 54 144 0 05 Sep 2019
ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware Han Cai Ligeng Zhu Song Han 99 1,867 0 02 Dec 2018
The UEA multivariate time series classification archive, 2018 A. Bagnall Hoang Anh Dau Jason Lines Michael Flynn J. Large A. Bostrom Paul Southam Eamonn Keogh AI4TS 154 427 0 31 Oct 2018
An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling Shaojie Bai J. Zico Kolter V. Koltun DRL 86 4,803 0 04 Mar 2018
Hello Edge: Keyword Spotting on Microcontrollers Yundong Zhang Naveen Suda Liangzhen Lai Vikas Chandra 72 435 0 20 Nov 2017