|Scalable verified training for provably robust image classification|
S Gowal, KD Dvijotham, R Stanforth, R Bunel, C Qin, J Uesato, ...
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2019
|A unified view of piecewise linear neural network verification|
R Bunel, I Turkaslan, PHS Torr, P Kohli, MP Kumar
|Leveraging grammar and reinforcement learning for neural program synthesis|
R Bunel, M Hausknecht, J Devlin, R Singh, P Kohli
International Conference on Learning Representations (ICLR), 2018
|Neural program meta-induction|
J Devlin, R Bunel, R Singh, M Hausknecht, P Kohli
|Adaptive neural compilation|
R Bunel, A Desmaison, P Kohli, PHS Torr, MP Kumar
|Efficient continuous relaxations for dense CRF|
A Desmaison, R Bunel, P Kohli, PHS Torr, MP Kumar
European Conference on Computer Vision (ECCV), 818-833, 2016
|Verification of non-linear specifications for neural networks|
C Qin, B O'Donoghue, R Bunel, R Stanforth, S Gowal, J Uesato, ...
International Conference on Learning Representation (ICLR), 2019
|Learning to superoptimize programs|
R Bunel, A Desmaison, MP Kumar, PHS Torr, P Kohli
International Conference on Learning Representations (ICLR), 2017
|Branch and bound for piecewise linear neural network verification|
R Bunel, J Lu, I Turkaslan, P Kohli, P Torr, P Mudigonda
Journal of Machine Learning Research 21 (2020), 2020
|Efficient linear programming for dense crfs|
A Thalaiyasingam, A Desmaison, R Bunel, M Salzmann, PHS Torr, ...
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017
|Detection of pedestrians at far distance|
R Bunel, F Davoine, P Xu
2016 IEEE International Conference on Robotics and Automation (ICRA), 2326-2331, 2016
|Knowing when to stop: Evaluation and verification of conformity to output-size specifications|
C Wang, R Bunel, K Dvijotham, PS Huang, E Grefenstette, P Kohli
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2019
|Contrastive training for improved out-of-distribution detection|
J Winkens, R Bunel, AG Roy, R Stanforth, V Natarajan, JR Ledsam, ...
arXiv preprint arXiv:2007.05566, 2020
|Efficient relaxations for dense crfs with sparse higher-order potentials|
T Joy, A Desmaison, T Ajanthan, R Bunel, M Salzmann, P Kohli, PHS Torr, ...
SIAM Journal on Imaging Sciences 12 (1), 287-318, 2019
|Lagrangian decomposition for neural network verification|
MPK Rudy Bunel, Alessandro De Palma, Alban Desmaison, Krishnamurthy ...
Conference on Uncertainty in Artificial Intelligence, 2020
|An efficient nonconvex reformulation of stagewise convex optimization problems|
R Bunel, O Hinder, S Bhojanapalli
|Enabling certification of verification-agnostic networks via memory-efficient semidefinite programming|
S Dathathri, K Dvijotham, A Kurakin, A Raghunathan, J Uesato, R Bunel, ...
|Scaling the Convex Barrier With Active Sets|
A De Palma, HS Behl, R Bunel, PHS Torr, MP Kumar
|Formal Verification of Neural Networks|
University of Oxford, 2019