Fri 5:45 a.m. - 6:00 a.m.
|
Opening Remark
(
Introduction
)
>
SlidesLive Video
|
馃敆
|
Fri 6:00 a.m. - 6:30 a.m.
|
Invited Talk 1 (Gagandeep Singh): Proof Sharing and Transfer for Boosting Neural Network Verification
(
Talk
)
>
SlidesLive Video
|
Gagandeep Singh
馃敆
|
Fri 6:30 a.m. - 6:45 a.m.
|
Backward Reachability for Neural Feedback Loops
(
Poster
)
>
SlidesLive Video
|
Nicholas Rober 路 Michael Everett 路 Jonathan How
馃敆
|
Fri 6:45 a.m. - 7:00 a.m.
|
Characterizing Neural Network Verification for Systems with NN4SysBench
(
Talk
)
>
SlidesLive Video
|
Haoyu He 路 Tianhao Wei 路 Huan Zhang 路 Changliu Liu 路 Cheng Tan
馃敆
|
Fri 7:00 a.m. - 7:30 a.m.
|
Break
|
馃敆
|
Fri 7:30 a.m. - 8:00 a.m.
|
Invited Talk 2 (Anton Dahbura): Undeterminism and the AI Uncertainty Principle
(
Talk
)
>
SlidesLive Video
|
Anton Dahbura
馃敆
|
Fri 8:00 a.m. - 8:30 a.m.
|
Invited Talk 3 (M. Pawan Kumar): Neural Networks for Neural Network Verification
(
Talk
)
>
SlidesLive Video
|
M. Pawan Kumar
馃敆
|
Fri 8:30 a.m. - 9:00 a.m.
|
Morning Poster Session
(
Poster Session
)
>
|
馃敆
|
Fri 9:00 a.m. - 10:30 a.m.
|
Lunch Break
|
馃敆
|
Fri 10:30 a.m. - 11:00 a.m.
|
Invited Talk 4 (Suman Jana): Efficient Neural Network Verification using Branch and Bound
(
Talk
)
>
SlidesLive Video
|
Suman Jana
馃敆
|
Fri 11:00 a.m. - 11:30 a.m.
|
Invited Talk 5 (Somayeh Sojoudi): Computational Methods for Non-convex Machine Learning Problems
(
Talk
)
>
SlidesLive Video
|
Somayeh Sojoudi
馃敆
|
Fri 11:30 a.m. - 11:45 a.m.
|
IBP Regularization for Verified Adversarial Robustness via Branch-and-Bound
(
Talk
)
>
SlidesLive Video
|
Alessandro De Palma 路 Rudy Bunel 路 Krishnamurthy Dvijotham 路 M. Pawan Kumar 路 Robert Stanforth
馃敆
|
Fri 11:45 a.m. - 12:00 p.m.
|
Improved Certified Defenses against Data Poisoning with (Deterministic) Finite Aggregation
(
Talk
)
>
SlidesLive Video
|
Wenxiao Wang 路 Alexander Levine 路 Soheil Feizi
馃敆
|
Fri 12:00 p.m. - 12:30 p.m.
|
Break
|
馃敆
|
Fri 12:30 p.m. - 1:00 p.m.
|
Invited Talk 6 (Changliu Liu): Applications of Neural Verification on Robotics
(
Talk
)
>
SlidesLive Video
|
Changliu Liu
馃敆
|
Fri 1:00 p.m. - 1:15 p.m.
|
Towards Optimal Randomized Smoothing: A Semi-Infinite Linear Programming Approach
(
Poster
)
>
SlidesLive Video
|
Brendon G. Anderson 路 Samuel Pfrommer 路 Somayeh Sojoudi
馃敆
|
Fri 1:15 p.m. - 1:30 p.m.
|
Don't Lie to Me! Robust and Efficient Explainability with Verified Perturbation Analysis
(
Talk
)
>
SlidesLive Video
|
Melanie Ducoffe 路 David Vigouroux 路 Thomas Serre 路 Remi Cadene 路 Thomas FEL 路 Mikael Capelle
馃敆
|
Fri 1:30 p.m. - 2:00 p.m.
|
Afternoon Poster Session
(
Poster Session
)
>
|
馃敆
|
Fri 2:00 p.m. - 2:45 p.m.
|
Panel
(
Discussion Panel
)
>
SlidesLive Video
|
馃敆
|
Fri 2:45 p.m. - 3:00 p.m.
|
Closing Remarks
(
Closing
)
>
SlidesLive Video
|
馃敆
|
-
|
On Quantum Computing for Neural Network Robustness Verification
(
Poster
)
>
link
SlidesLive Video
|
Nicola Franco 路 Tom Wollschl盲ger 路 Jeanette Lorenz 路 Stephan G眉nnemann
馃敆
|
-
|
Verification-friendly Networks: the Case for Parametric ReLUs
(
Poster
)
>
link
SlidesLive Video
|
Patrick Henriksen 路 Francesco Leofante 路 Alessio Lomuscio
馃敆
|
-
|
Formal Privacy Guarantees for Neural Network queries by estimating local Lipschitz constant
(
Poster
)
>
SlidesLive Video
|
Abhishek Singh 路 Praneeth Vepakomma 路 Vivek Sharma 路 Ramesh Raskar
馃敆
|
-
|
Sound randomized smoothing in floating-point arithmetics
(
Poster
)
>
SlidesLive Video
|
V谩clav Vor谩膷ek 路 Matthias Hein
馃敆
|
-
|
Optimized Symbolic Interval Propagation for Neural Network Verification
(
Poster
)
>
SlidesLive Video
|
Philipp Kern 路 Marko Kleine B眉ning 路 Carsten Sinz
馃敆
|
-
|
Sound and Complete Verification of Polynomial Networks
(
Poster
)
>
SlidesLive Video
|
Elias Abad Rocamora 路 Mehmet Fatih Sahin 路 Fanghui Liu 路 Grigorios Chrysos 路 Volkan Cevher
馃敆
|
-
|
Safety Verification and Repair of Deep Neural Networks
(
Poster
)
>
SlidesLive Video
|
Xiaodong Yang 路 Tomoya Yamaguchi 路 Bardh Hoxha 路 Danil Prokhorov 路 Taylor Johnson
馃敆
|
-
|
Robustness Verification for Contrastive Learning
(
Poster
)
>
SlidesLive Video
|
Zekai Wang 路 Weiwei Liu
馃敆
|
-
|
CertiFair: A Framework for Certified Global Fairness of Neural Networks
(
Poster
)
>
SlidesLive Video
|
Haitham Khedr 路 Yasser Shoukry
馃敆
|
-
|
Neural Network Compression of ACAS Xu Early Prototype is Unsafe: Closed-Loop Verification through Quantized State Backreachability
(
Poster
)
>
link
SlidesLive Video
|
Stanley Bak 路 Dung Tran
馃敆
|
-
|
Programmatic Reinforcement Learning with Formal Verification
(
Poster
)
>
SlidesLive Video
|
Yuning Wang 路 He Zhu
馃敆
|
-
|
Toward Certified Robustness Against Real-World Distribution Shifts
(
Poster
)
>
SlidesLive Video
|
Haoze Wu 路 TERUHIRO TAGOMORI 路 Alex Robey 路 Fengjun Yang 路 Nikolai Matni 路 George J. Pappas 路 Hamed Hassani 路 Corina Pasareanu 路 Clark Barrett
馃敆
|
-
|
Verification of Neural Ordinary Differential Equations using Reachability Analysis
(
Poster
)
>
link
SlidesLive Video
|
Diego Manzanas Lopez 路 Patrick Musau 路 Nathaniel Hamilton 路 Taylor T Johnson
馃敆
|
-
|
Robust Training and Verification of Implicit Neural Networks: A Non-Euclidean Contractive Approach
(
Poster
)
>
SlidesLive Video
|
Saber Jafarpour 路 Alexander Davydov 路 Matthew Abate 路 Francesco Bullo 路 Samuel Coogan
馃敆
|
-
|
Improving adversarial robustness via joint classification and multiple explicit detection classes
(
Poster
)
>
SlidesLive Video
|
Sina Baharlouei 路 Fatemeh Sheikholeslami 路 Meisam Razaviyayn 路 Zico Kolter
馃敆
|
-
|
ReCIPH: Relational Coefficients for Input Partitioning Heuristic
(
Poster
)
>
SlidesLive Video
|
Serge Durand 路 Augustin Lemesle
馃敆
|
-
|
Certified Robustness Against Natural Language Attacks by Causal Intervention
(
Poster
)
>
SlidesLive Video
|
Haiteng Zhao 路 Chang Ma 路 Xinshuai Dong 路 Anh Tuan Luu 路 Zhi-Hong Deng 路 Hanwang Zhang
馃敆
|
-
|
Towards Optimal Randomized Smoothing: A Semi-Infinite Linear Programming Approach
(
Poster
)
>
link
|
Brendon G. Anderson 路 Samuel Pfrommer 路 Somayeh Sojoudi
馃敆
|
-
|
Backward Reachability for Neural Feedback Loops
(
Poster
)
>
|
Nicholas Rober 路 Michael Everett 路 Jonathan How
馃敆
|
-
|
IBP Regularization for Verified Adversarial Robustness via Branch-and-Bound
(
Poster
)
>
link
|
Alessandro De Palma 路 Rudy Bunel 路 Krishnamurthy Dvijotham 路 M. Pawan Kumar 路 Robert Stanforth
馃敆
|
-
|
Improved Certified Defenses against Data Poisoning with (Deterministic) Finite Aggregation
(
Poster
)
>
|
Wenxiao Wang 路 Alexander Levine 路 Soheil Feizi
馃敆
|
-
|
Characterizing Neural Network Verification for Systems with NN4SysBench
(
Poster
)
>
|
Haoyu He 路 Cheng Tan
馃敆
|
-
|
Don't Lie to Me! Robust and Efficient Explainability with Verified Perturbation Analysis
(
Poster
)
>
|
Melanie Ducoffe 路 David Vigouroux 路 Thomas Serre 路 Remi Cadene 路 Mikael Capelle 路 Thomas FEL
馃敆
|