On the Benefits of Defining Vicinal Distributions in Latent Space
Mangla, Puneet*; Singh, Vedant; Havaldar, Shreyas; Balasubramanian, Vineeth
Divergence between human and deep neural-net performance in line-drawing interpretation
Yang, Zhutian *; Jayashankar, Tejas; Sinha, Pawan
Visual Representation Learning Does Not Generalize Strongly Within the Same Domain
Schott, Lukas*; von Kügelgen, Julius; Träuble, Frederik; Gehler, Peter; Russell, Chris; Bethge, Matthias; Schölkopf, Bernhard; Locatello, Francesco; Brendel, Wieland
Thalamocortical circuit insights enable zero-shot transfer by recurrent networks during hierarchical control of continuous motor behaviors
Logiaco, Laureline*; Escola, G Sean
NeMo: Neural Mesh Models of Contrastive Features for Robust 3D Pose Estimation
Wang, Angtian*; Kortylewski, Adam; Yuille, Alan
Compositional Generative Networks: A robust and interpretable model for object recognition under occlusion
Kortylewski, Adam*; Liu, Qing; Wang, Angtian; Sun, Yihong; Yuille, Alan
Thinking Deeply with Recurrence: Generalizing from Easy to Hard Sequential Reasoning Problems
Schwarzschild, Avi*; Gupta, Arjun; Goldblum, Micah ; Goldstein, Tom
AGENT: A Benchmark for Core Psychological Reasoning
Shu, Tianmin*; Bhandwaldar, Abhishek; Gan, Chuang; Smith, Kevin; Liu, Shari; Gutfreund, Dan; Spelke, Elizabeth; Tenenbaum, Joshua; Ullman, Tomer
Treating Spurious Correlations with ENAMOR: Enforcing Nuisance Attributes to be Mitigated On the Representations
Sakai, Akira*; Sunagawa, Taro; Madan, Spandan; Suzuki, Kanata; Katoh, Takashi; Kobashi, Hiromichi; Boix, Xavier; Sasaki, Tomotake
Dataset of Annotated Images of Sundry Objects --- Benchmark for Performance Degradation Caused by Domain Shifts
Katoh, Takashi*; Suzuki, Kanata; Kuramochi, Shioe; Sasaki, Tomotake; Kobashi, Hiromichi
On prenatal auditory experience in humans and its relevance for machine hearing
Vogelsang, Marin*; Vogelsang, Lukas; Diamond, Sidney; Sinha, Pawan
Modular Networks with random projections for high-capacity associative pattern and sequence memory
Sharma, Sugandha*; Chandra, Sarthak ; Chaudhuri, Rishidev; Klukas, Mirko; Fiete, Ila
A hidden parameter network that explains topological properties observed in neocortex
Yanez, Felipe*; Udvary, Daniel; Oberlaender, Marcel
Multi-Source Domain Adaptation with von Neumann Conditional Divergence
Shaker, Ammar*; Yu, Shujian
HALMA: Humanlike Abstraction Learning Meets Affordance in Rapid Problem Solving
Xie, Sirui*; Ma, Xiaojian; Yu, Peiyu; Zhu, Yixin; Wu, Ying Nian; Zhu, Song-Chun
Convolutional neural networks trained with a developmental sequence of blurry to clear images reveal different generalization capabilities in face and object processing
Jang, Hojin*; Tong, Frank
Modularity in Reinforcement Learning via Algorithmic Independence in Credit Assignment
Chang, Michael; Kaushik, Sid*; Levine, Sergey; Griffiths, Tom
Grid Cell Path Integration For Movement-Based Visual Object Recognition
Leadholm, Niels*; Lewis, Marcus; Ahmad, Subutai
Hierarchical Binding in Convolutional Neural Networks: Making Adversarial Attacks Geometrically Challenging
Leadholm, Niels*; Stringer, Simon
Latent Space Representations for Evolutionary Diversity of Protein Families
B, Gagana*
Transformation Tolerance of Machine-Based Face Recognition Systems
Musser, Anna*; Keane , Kyle ; Verma, Ashika
Extrapolatable Relational Reasoning With Comparators in Low-Dimensional Manifolds
Wang, Duo*; Lió, Pietro; Jamnik, Mateja
Rotation-invariant representation learning
Pavan, Rakesh*; M., Anand Kumar
Recurrent Connections Facilitate Learning Symmetry Perception
Sundaram, Shobhita*; Sinha, Darius; Groth, Matt; Boix, Xavier