Publications
Publications & Preprints.
2023
- ICML 2023DIVISION: Memory Efficient Training via Dual Activation PrecisionIn International Conference on Machine Learning, ICML 2023, 23-29 July 2023, Honolulu, Hawaii, USA, 2023
- PreprintCompress, Then Prompt: Improving Accuracy-Efficiency Trade-off of LLM Inference with Transferable PromptarXiv preprint arXiv:2305.11186, 2023
- NeurIPS 2023Winner-Take-All Column Row Sampling for Memory Efficient Adaptation of Language ModelIn Thirty-seventh Conference on Neural Information Processing Systems, 2023
- KDD-MLGEditable Graph Neural Network for Node ClassificationsIn The 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining on Mining and Learning with Graphs Workshop, 2023
- NeurIPS 2023Setting the Trap: Capturing and Defeating Backdoor Threats in PLMs through HoneypotsIn Thirty-seventh Conference on Neural Information Processing Systems, 2023
- NeurIPS 2023One Less Reason for Filter Pruning: Gaining Free Adversarial Robustness with Structured Grouped Kernel PruningIn Thirty-seventh Conference on Neural Information Processing Systems, 2023
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- ICML 2023RSC: Accelerate Graph Neural Networks Training via Randomized Sparse ComputationsIn International Conference on Machine Learning, 2023
- MLSys 2023Pre-train and Search: Efficient Embedding Table Sharding with Pre-trained Neural Cost ModelsProceedings of Machine Learning and Systems, 2023
- TMLRDSpar: An Embarrassingly Simple Strategy for Efficient GNN training and inference via Degree-based SparsificationTransactions on Machine Learning Research, 2023
- TMLRRetiring δDP: New Distribution-Level Metrics for Demographic ParityTransactions on Machine Learning Research, 2023
- SDMAdaptive label smoothing to regularize large-scale graph trainingIn Proceedings of the 2023 SIAM International Conference on Data Mining (SDM), 2023
2022
- NeurIPSDreamshard: Generalizable embedding table placement for recommender systemsAdvances in Neural Information Processing Systems, 2022
- IJCAITable2graph: Transforming tabular data to unified weighted graphIn Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, IJCAI, 2022
- NeurIPSA Comprehensive Study on Large-Scale Graph Training: Benchmarking and RethinkingIn Thirty-sixth Conference on Neural Information Processing Systems Datasets and Benchmarks Track, 2022
2021
- ICLRAn information fusion approach to learning with instance-dependent label noiseIn International Conference on Learning Representations, 2021
- ICLREXACT: Scalable graph neural networks training via extreme activation compressionIn International Conference on Learning Representations, 2021
- WWW
- ICCVDivAug: Plug-in automated data augmentation with explicit diversity maximizationIn Proceedings of the IEEE/CVF International Conference on Computer Vision, 2021
2020
- RecSys DemoAutorec: An automated recommender systemIn Proceedings of the 14th ACM Conference on Recommender Systems, 2020
- NeurIPSDetecting interactions from neural networks via topological analysisAdvances in Neural Information Processing Systems, 2020
2019
- Eccentric triboelectric nanosensor for monitoring mechanical movementsNano Energy, 2019
- Motor speed signature analysis for local bearing fault detection with noise cancellation based on improved drive algorithmIEEE Transactions on Industrial Electronics, 2019
2018
- An algorithm for online inertia identification and load torque observation via adaptive Kalman observer-recursive least squaresEnergies, 2018
2017
- A novel algorithm for on-line inertia identification via adaptive recursive least squaresIn IECON 2017-43rd Annual Conference of the IEEE Industrial Electronics Society, 2017
- Speed measurement error reduction via adaptive strong tracking Kalman filtersIn 2017 IEEE Transportation Electrification Conference and Expo, Asia-Pacific (ITEC Asia-Pacific), 2017
- Current sensorless predictive control based on extended Kalman filter for PMSM drivesIn 2017 IEEE Transportation Electrification Conference and Expo, Asia-Pacific (ITEC Asia-Pacific), 2017
\(*\) equal contribution.