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Poster
Tue 14:00 Towards Robust Detection of Adversarial Examples
Tianyu Pang · Chao Du · Yinpeng Dong · Jun Zhu
Spotlight
Thu 13:45 Binary Classification from Positive-Confidence Data
Takashi Ishida · Gang Niu · Masashi Sugiyama
Poster
Tue 7:45 Multiple Instance Learning for Efficient Sequential Data Classification on Resource-constrained Devices
Don Dennis · Chirag Pabbaraju · Harsha Vardhan Simhadri · Prateek Jain
Poster
Tue 7:45 With Friends Like These, Who Needs Adversaries?
Saumya Jetley · Nicholas Lord · Philip Torr
Poster
Tue 7:45 3D Steerable CNNs: Learning Rotationally Equivariant Features in Volumetric Data
Maurice Weiler · Wouter Boomsma · Mario Geiger · Max Welling · Taco Cohen
Poster
Thu 14:00 Using Trusted Data to Train Deep Networks on Labels Corrupted by Severe Noise
Dan Hendrycks · Mantas Mazeika · Duncan Wilson · Kevin Gimpel
Poster
Wed 7:45 Adversarial Risk and Robustness: General Definitions and Implications for the Uniform Distribution
Dimitrios Diochnos · Saeed Mahloujifar · Mohammad Mahmoody
Poster
Thu 14:00 Persistence Fisher Kernel: A Riemannian Manifold Kernel for Persistence Diagrams
Tam Le · Makoto Yamada
Poster
Wed 14:00 Improving Simple Models with Confidence Profiles
Amit Dhurandhar · Karthikeyan Shanmugam · Ronny Luss · Peder A Olsen
Poster
Tue 7:45 Deep Anomaly Detection Using Geometric Transformations
Izhak Golan · Ran El-Yaniv
Poster
Wed 7:45 PAC-Bayes bounds for stable algorithms with instance-dependent priors
Omar Rivasplata · Emilio Parrado-Hernandez · John Shawe-Taylor · Shiliang Sun · Csaba Szepesvari
Workshop
Fri 15:00 Real Defect Image Classification through Hierarchical Data Augmentation
Jiman Kim