Fri 12:00 p.m. - 12:10 p.m.
|
Opening Remarks by Prof. Zico Kolter (CMU)
(
Opening Remarks
)
>
SlidesLive Video
|
Zico Kolter
馃敆
|
Fri 12:10 p.m. - 12:40 p.m.
|
Prof. Marta Kwiatkowska (Oxford): Robustness Guarantees for Bayesian Neural Networks
(
Invited Talk
)
>
SlidesLive Video
|
Marta Kwiatkowska
馃敆
|
Fri 12:40 p.m. - 1:10 p.m.
|
Prof. Gagandeep Singh (UIUC): Trust and Safety with Certified AI
(
Invited Talk
)
>
SlidesLive Video
|
Gagandeep Singh
馃敆
|
Fri 1:10 p.m. - 1:30 p.m.
|
Morning Break
|
馃敆
|
Fri 1:30 p.m. - 2:00 p.m.
|
Prof. Sam Coogan (GA Tech): Contraction-guided safety and reachability analysis of neural network controlled systems
(
Invited Talk
)
>
SlidesLive Video
|
Samuel Coogan
馃敆
|
Fri 2:00 p.m. - 2:15 p.m.
|
Outstanding Paper: Interpreting Robustness Proofs of Deep Neural Networks - Debangshu Banerjee, Avaljot Singh, Gagandeep Singh
(
Contributed Talk
)
>
SlidesLive Video
|
Debangshu Banerjee
馃敆
|
Fri 2:15 p.m. - 2:30 p.m.
|
Outstanding Paper: Provably Correct Physics-Informed Neural Networks - Francisco Eiras, Adel Bibi, Rudy Bunel, Krishnamurthy Dj Dvijotham, Philip H.S. Torr, M. Pawan Kumar
(
Contributed Talk
)
>
SlidesLive Video
|
Francisco Girbal Eiras
馃敆
|
Fri 2:30 p.m. - 3:00 p.m.
|
Morning Poster Session
(
Poster Session
)
>
|
馃敆
|
Fri 2:30 p.m. - 3:00 p.m.
|
Formal Verification for Counting Unsafe Inputs in Deep Neural Networks
(
Poster
)
>
|
Luca Marzari 路 Davide Corsi 路 Ferdinando Cicalese 路 Alessandro Farinelli
馃敆
|
Fri 2:30 p.m. - 3:00 p.m.
|
Formal Control Synthesis for Stochastic Neural Network Dynamic Models
(
Poster
)
>
|
Steven Adams 路 Morteza Lahijanian 路 Luca Laurenti
馃敆
|
Fri 2:30 p.m. - 3:00 p.m.
|
Probabilistic Global Robustness Verification of Arbitrary Supervised Machine Learning Models
(
Poster
)
>
|
Max-Lion Schumacher 路 Marco Huber
馃敆
|
Fri 2:30 p.m. - 3:00 p.m.
|
DeepBern-Nets: Taming the Complexity of Certifying Neural Networks using Bernstein Polynomial Activations and Precise Bound Propagation
(
Poster
)
>
|
Haitham Khedr 路 Yasser Shoukry
馃敆
|
Fri 2:30 p.m. - 3:00 p.m.
|
Stability Guarantees for Feature Attributions with Multiplicative Smoothing
(
Poster
)
>
|
Anton Xue 路 Rajeev Alur 路 Eric Wong
馃敆
|
Fri 2:30 p.m. - 3:00 p.m.
|
Towards Verifying Monotonicity and Robustness Properties for Domain-Specific DRL Algorithms
(
Poster
)
>
|
Mohammad Zangooei 路 Mina Tahmasbi Arashloo 路 Raouf Boutaba
馃敆
|
Fri 2:30 p.m. - 3:00 p.m.
|
Toward Continuous Verification of DNNs
(
Poster
)
>
|
Shubham Ugare 路 Debangshu Banerjee 路 Tarun Suresh 路 Sasa Misailovic 路 Gagandeep Singh
馃敆
|
Fri 2:30 p.m. - 3:00 p.m.
|
A Toolbox for Fast Interval Arithmetic in numpy with an Application to Formal Verification of Neural Network Controlled Systems
(
Poster
)
>
|
Akash Harapanahalli 路 Saber Jafarpour 路 Samuel Coogan
馃敆
|
Fri 2:30 p.m. - 3:00 p.m.
|
Fast Feature Selection with Fairness Constraints
(
Poster
)
>
|
Francesco Quinzan 路 Rajiv Khanna 路 Moshik Hershcovitch 路 Sarel Cohen 路 Daniel Waddington 路 Tobias Friedrich 路 Michael Mahoney
馃敆
|
Fri 2:30 p.m. - 3:00 p.m.
|
Formal Verification for Neural Networks with General Nonlinearities via Branch-and-Bound
(
Poster
)
>
|
Zhouxing Shi 路 Qirui Jin 路 Huan Zhang 路 Zico Kolter 路 Suman Jana 路 Cho-Jui Hsieh
馃敆
|
Fri 2:30 p.m. - 3:00 p.m.
|
Benchmarking Formal Verification for Autonomous Driving in the Wild
(
Poster
)
>
|
Yonggang Luo 路 Jinyan Ma 路 Sanchu Han
馃敆
|
Fri 2:30 p.m. - 3:00 p.m.
|
Understanding Certified Training with Interval Bound Propagation
(
Poster
)
>
|
Yuhao Mao 路 Mark M眉ller 路 Marc Fischer 路 Martin Vechev
馃敆
|
Fri 3:00 p.m. - 4:30 p.m.
|
Lunch Break
|
馃敆
|
Fri 4:30 p.m. - 5:00 p.m.
|
Prof. Chuchu Fan (MIT): Density of Reachable States for Safe Autonomous Motion Planning
(
Invited Talk
)
>
SlidesLive Video
|
Chuchu Fan
馃敆
|
Fri 5:00 p.m. - 5:30 p.m.
|
Prof. Aws Albarghouthi and Yuhao Zhang (UW-Madison): Certifying Robustness: From Training to Inference
(
Invited Talk
)
>
SlidesLive Video
|
Aws Albarghouthi 路 Yuhao Zhang
馃敆
|
Fri 5:30 p.m. - 5:45 p.m.
|
Outstanding Paper: Formal Control Synthesis for Stochastic Neural Network Dynamic Models - Steven Adams, Morteza Lahijanian, Luca Laurenti
(
Contributed Talk
)
>
SlidesLive Video
|
Steven Adams
馃敆
|
Fri 5:45 p.m. - 6:00 p.m.
|
Outstanding Paper: Your Value Function is a Control Barrier Function - Daniel C.H. Tan, Fernando Acero, Robert McCarthy, Dimitrios Kanoulas, Zhibin Li
(
Contributed Talk
)
>
SlidesLive Video
|
Daniel Tan
馃敆
|
Fri 6:00 p.m. - 6:20 p.m.
|
Afternoon Break
|
馃敆
|
Fri 6:20 p.m. - 6:50 p.m.
|
Afternoon Poster Session
(
Poster Session
)
>
|
馃敆
|
Fri 6:20 p.m. - 6:50 p.m.
|
Provably Correct Physics-Informed Neural Networks
(
Poster
)
>
|
Francisco Girbal Eiras 路 Adel Bibi 路 Rudy Bunel 路 Krishnamurthy Dvijotham 路 Phil Torr 路 M. Pawan Kumar
馃敆
|
Fri 6:20 p.m. - 6:50 p.m.
|
(Almost) Provable Error Bounds Under Distribution Shift via Disagreement Discrepancy
(
Poster
)
>
|
Elan Rosenfeld 路 Saurabh Garg
馃敆
|
Fri 6:20 p.m. - 6:50 p.m.
|
One Pixel Adversarial Attacks via Sketched Programs
(
Poster
)
>
|
Tom Yuviler 路 Dana Drachsler-Cohen
馃敆
|
Fri 6:20 p.m. - 6:50 p.m.
|
Your Value Function is a Control Barrier Function
(
Poster
)
>
|
Daniel Tan 路 Fernando Acero 路 Zhibin (Alex) Li
馃敆
|
Fri 6:20 p.m. - 6:50 p.m.
|
Constraint Satisfied Sampling for Formal Verification in Geometric Deep Learning and Molecular Modelling
(
Poster
)
>
|
Justin Diamond 路 Markus Lill
馃敆
|
Fri 6:20 p.m. - 6:50 p.m.
|
Learning Counterfactually Invariant Predictors
(
Poster
)
>
|
Francesco Quinzan 路 Cecilia Casolo 路 Krikamol Muandet 路 Yucen Luo 路 Niki Kilbertus
馃敆
|
Fri 6:20 p.m. - 6:50 p.m.
|
Efficient Estimation of Local Robustness of Machine Learning Models
(
Poster
)
>
|
Tessa Han 路 Suraj Srinivas 路 Hima Lakkaraju
馃敆
|
Fri 6:20 p.m. - 6:50 p.m.
|
Robustness Verification for Perception Models against Camera Motion Perturbations
(
Poster
)
>
|
Hanjiang Hu 路 Changliu Liu 路 Ding Zhao
馃敆
|
Fri 6:20 p.m. - 6:50 p.m.
|
Interpreting Robustness Proofs of Deep Neural Networks
(
Poster
)
>
|
Debangshu Banerjee 路 Avaljot Singh 路 Gagandeep Singh
馃敆
|
Fri 6:20 p.m. - 6:50 p.m.
|
Meaning in Language Models: A Formal Semantics Approach
(
Poster
)
>
|
Charles Jin 路 Martin Rinard
馃敆
|
Fri 6:20 p.m. - 6:50 p.m.
|
Connecting Certified and Adversarial Training
(
Poster
)
>
|
Yuhao Mao 路 Mark M眉ller 路 Marc Fischer 路 Martin Vechev
馃敆
|
Fri 6:50 p.m. - 7:20 p.m.
|
Prof. Armando Solar-Lezama (MIT): Neurosymbolic Learning as a Path to Learning with Guarantees
(
Invited Talk
)
>
SlidesLive Video
|
Armando Solar-Lezama
馃敆
|
Fri 7:20 p.m. - 7:50 p.m.
|
Panel
(
Panel
)
>
SlidesLive Video
|
馃敆
|
Fri 7:50 p.m. - 8:00 p.m.
|
Closing Remarks
(
Closing Remarks
)
>
|
馃敆
|