Παρακολούθηση
Juyeon Heo
Juyeon Heo
Η διεύθυνση ηλεκτρονικού ταχυδρομείου έχει επαληθευτεί στον τομέα cam.ac.uk - Αρχική σελίδα
Τίτλος
Παρατίθεται από
Παρατίθεται από
Έτος
Fooling neural network interpretations via adversarial model manipulation
J Heo, S Joo, T Moon
Advances in neural information processing systems 32, 2019
2432019
Toward a unified framework for interpreting machine-learning models in neuroimaging
L Kohoutová, J Heo, S Cha, S Lee, T Moon, TD Wager, CW Woo
Nature protocols 15 (4), 1399-1435, 2020
1452020
Estimating PM2. 5 concentration of the conterminous United States via interpretable convolutional neural networks
Y Park, B Kwon, J Heo, X Hu, Y Liu, T Moon
Environmental Pollution 256, 113395, 2020
1222020
Robust explanation constraints for neural networks
M Wicker, J Heo, L Costabello, A Weller
arXiv preprint arXiv:2212.08507, 2022
192022
Towards more robust interpretation via local gradient alignment
S Joo, S Jeong, J Heo, A Weller, T Moon
Proceedings of the AAAI Conference on Artificial Intelligence 37 (7), 8168-8176, 2023
82023
Do Concept Bottleneck Models Obey Locality?
N Raman, ME Zarlenga, J Heo, M Jamnik
XAI in Action: Past, Present, and Future Applications, 2023
82023
Do LLMs" know" internally when they follow instructions?
J Heo, C Heinze-Deml, O Elachqar, S Ren, U Nallasamy, A Miller, ...
arXiv preprint arXiv:2410.14516, 2024
12024
Use perturbations when learning from explanations
J Heo, V Piratla, M Wicker, A Weller
Advances in Neural Information Processing Systems 36, 26872-26897, 2023
12023
Estimation of concept explanations should be uncertainty aware
V Piratla, J Heo, KM Collins, S Singh, A Weller
arXiv preprint arXiv:2312.08063, 2023
12023
Physics-Based Decoding Improves Magnetic Resonance Fingerprinting
J Heo, P Song, W Liu, A Weller
International Conference on Medical Image Computing and Computer-Assisted …, 2023
12023
Leveraging Task Structures for Improved Identifiability in Neural Network Representations
W Chen, J Horwood, J Heo, JM Hernández-Lobato
arXiv preprint arXiv:2306.14861, 2023
12023
Do LLMs estimate uncertainty well in instruction-following?
J Heo, M Xiong, C Heinze-Deml, J Narain
arXiv preprint arXiv:2410.14582, 2024
2024
On Evaluating LLMs' Capabilities as Functional Approximators: A Bayesian Perspective
SA Siddiqui, Y Chen, J Heo, M Xia, A Weller
arXiv preprint arXiv:2410.04541, 2024
2024
GeValDi: Generative Validation of Discriminative Models
V Palaniappan, M Ashman, KM Collins, J Heo, A Weller, U Bhatt
ICLR 2023 Workshop on Pitfalls of limited data and computation for …, 2023
2023
Robust Learning from Explanations.
J Heo, V Piratla, M Wicker, A Weller
CoRR, 2023
2023
Do LLMs internally``know''when they follow instructions?
J Heo, C Heinze-Deml, O Elachqar, SY Ren, KHR Chan, U Nallasamy, ...
🍃 MINT: Foundation Model Interventions, 0
LLMs on interactive feature collections with implicit look-ahead strategies
J Heo, V Piratla, K Lee, H Joh, A Weller
The First Workshop on System-2 Reasoning at Scale, NeurIPS'24, 0
Does GPT-4 have good intuition about functions?
SA Siddiqui, J Heo, Y Chen, A Weller
Hypothesis-and Structure-based prompting for medical and business diagnosis
J Heo, K Lee, H Joh, U Bhatt, A Weller
Physics-based Decoding Improves Magnetic Resonance Fingerprinting (Supplementary Material)
J Heo, P Song, W Liu, A Weller
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