Africa
Latent distance estimation for random geometric graphs
Ernesto Araya Valdivia, De Castro Yohann
Neural Information Processing Systems http://nips.cc/
Discovering Creative Behaviors through DUPLEX: Diverse Universal Features for Policy Exploration
The ability to approach the same problem from different angles is a cornerstone of human intelligence that leads to robust solutions and effective adaptation to problem variations. In contrast, current RL methodologies tend to lead to policies that settle on a single solution to a given problem, making them brittle to problem variations. Replicating human flexibility in reinforcement learning agents is the challenge that we explore in this work.
Visualizing the Loss Landscape of Neural Nets
Hao Li, Zheng Xu, Gavin Taylor, Christoph Studer, Tom Goldstein
Forsurfaceplotsof ResNet-56, see Figure 1.
Crowdsourcing via Pairwise Co-occurrences: Identifiability and Algorithms
Shahana Ibrahim, Xiao Fu, Nikolaos Kargas, Kejun Huang
Neural Information Processing Systems http://nips.cc/
6e73c39cc428c7d264d9820319f31e79-Paper-Conference.pdf
We study benign overfitting in two-layer ReLU networks trained using gradient descent and hinge loss on noisy data for binary classification.
