Papers by Patara Trirat
MONAQ: Multi-Objective Neural Architecture Querying for Time-Series Analysis on Resource-Constrained Devices (2025.findings-emnlp)
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| Challenge: | Recent efforts in hardware-aware neural architecture search (NAS) automate architecture discovery for specific platforms; however, none focus on general time-series analysis with edge deployment. |
| Approach: | They propose a framework that reformulates NAS into ***M***ulti-***O***bjective ***N***eural ***A***rchitecture ***Q***uerying tasks. |
| Outcome: | Experiments on 15 datasets show that the proposed framework outperforms both handcrafted models and NAS baselines while being more efficient. |