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Feiyang Kang
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Lava: Data valuation without pre-specified learning algorithms
HA Just*, F Kang*, JT Wang, Y Zeng, M Ko, M Jin, R Jia
ICLR 2023 (Spotlight Presentation), 2023
582023
Data acquisition: A new frontier in data-centric AI
L Chen, B Acun, N Ardalani, Y Sun, F Kang, H Lyu, Y Kwon, R Jia, CJ Wu, ...
arXiv preprint arXiv:2311.13712, 2023
122023
Performance Scaling via Optimal Transport: Enabling Data Selection from Partially Revealed Sources
F Kang*, HA Just*, AK Sahu, R Jia
NeurIPS 2023, 2023
112023
Towards robustness certification against universal perturbations
Y Zeng, Z Shi, M Jin, F Kang, L Lyu, CJ Hsieh, R Jia
ICLR 2023, 2022
102022
Get more for less: Principled Data Selection for Warming Up Fine-Tuning in LLMs
F Kang, HA Just, Y Sun, H Jahagirdar, Y Zhang, R Du, AK Sahu, R Jia
ICLR 2024, 2023
82023
Visual navigation with a 2-pixel camera---possibilities and limitations
J Baillieul, F Kang
IFAC World Congress 2020, 2021
42021
Prediction-based fast thermoelectric generator reconfiguration for energy harvesting from vehicle radiators
H Yang*, F Kang*, C Ding, J Li, J Kim, D Baek, S Nazarian, X Lin, ...
2018 Design, Automation & Test in Europe Conference & Exhibition (DATE), 877-880, 2018
32018
The Mirrored Influence Hypothesis: Efficient Data Influence Estimation by Harnessing Forward Passes
M Ko, F Kang, W Shi, M Jin, Z Yu, R Jia
CVPR 2024, 2024
22024
ASR data selection from multiple sources: A practical approach on performance scaling
HA Just, IF Chen, F Kang, Y Zhang, AK Sahu, R Jia
NeurIPS 2023 Workshop on Efficient Natural Language and Speech Processing …, 2023
22023
Data-Centric Defense: Shaping Loss Landscape with Augmentations to Counter Model Inversion
S Chen, F Kang, N Abhyankar, M Jin, R Jia
DMLR@ICML 2023, 2023
22023
Autoscale: Automatic prediction of compute-optimal data composition for training llms
F Kang, Y Sun, B Wen, S Chen, D Song, R Mahmood, R Jia
arXiv preprint arXiv:2407.20177, 2024
12024
FASTTRACK: Reliable Fact Tracing via Clustering and LLM-Powered Evidence Validation
S Chen, F Kang, N Yu, R Jia
Findings of the Association for Computational Linguistics: EMNLP 2024, 5821-5836, 2024
2024
FASTTRACK: Fast and Accurate Fact Tracing for LLMs
S Chen, F Kang, N Yu, R Jia
arXiv preprint arXiv:2404.15157, 2024
2024
2nd Workshop on Navigating and Addressing Data Problems for Foundation Models (DPFM)
R Jia, PW Koh, D Song, J Andrews, HA Just, F Kang, JT Wang
ICLR 2025 Workshop Proposals, 0
Navigating and Addressing Data Problems for Foundation Models (DPFM)
R Jia, T Hashimoto, PW Koh, J Andrews, SM Xie, L Chen, F Kang
ICLR 2024 Workshops, 0
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