Robuta

https://openreview.net/forum?id=krz7T0xU9Z_ The inductive bias of ReLU networks on orthogonally separable data | OpenReview We study the inductive bias of two-layer ReLU networks trained by gradient flow. We identify a class of easy-to-learn (`orthogonally separable') datasets, and... inductive biasrelu https://openreview.net/forum?id=0xkPQvpXIS Joint Diffusion Processes as an Inductive Bias in Sheaf Neural Networks | OpenReview Sheaf Neural Networks (SNNs) naturally extend Graph Neural Networks (GNNs) by endowing a cellular sheaf over the graph, equipping nodes and edges with vector... diffusion processesinductive bias https://www.amazon.science/publications/an-inductive-bias-for-tabular-deep-learning An inductive bias for tabular deep learning - Amazon Science Deep learning methods have achieved state-of-the-art performance in most modeling tasks involving images, text and audio, however, they typically underperform... inductive biasdeep learningtabularamazonscience https://openreview.net/forum?id=dL35lx-mTEs Is Forgetting Less a Good Inductive Bias for Forward Transfer? | OpenReview Study if forgetting less is a good inductive bias for forward transfer. a goodinductive biasforgettingless https://openreview.net/forum?id=dWc3Rrjvhdu How does the inductive bias influence the generalization capability of neural networks? | OpenReview Deep neural networks are a commonly used machine learning technique that have proven to be effective for many different use cases. However, their ability to... inductive bias https://openreview.net/forum?id=trj2Jq8riA Interpretable Vision-Language Survival Analysis with Ordinal Inductive Bias for Computational... Histopathology Whole-Slide Images (WSIs) provide an important tool to assess cancer prognosis in computational pathology (CPATH). While existing survival... language survivalinductive biasvisionanalysis https://openreview.net/forum?id=Byx4NkrtDS Implementing Inductive bias for different navigation tasks through diverse RNN attrractors |... Task agnostic pre-training can shape RNN's attractor landscape, and form diverse inductive bias for different navigation tasks inductive biasimplementingdifferent https://openreview.net/forum?id=QQBPWtvtcn&referrer=%5Bthe%20profile%20of%20Zexiang%20Xu%5D(%2Fprofile%3Fid%3D~Zexiang_Xu1) LVSM: A Large View Synthesis Model with Minimal 3D Inductive Bias | OpenReview We propose the Large View Synthesis Model (LVSM), a novel transformer-based approach for scalable and generalizable novel view synthesis from sparse-view... a largeview synthesis https://deepai.org/publication/in-search-of-the-real-inductive-bias-on-the-role-of-implicit-regularization-in-deep-learning In Search of the Real Inductive Bias: On the Role of Implicit Regularization in Deep Learning |... Dec 20, 2014 - 12/20/14 - We present experiments demonstrating that some other form of capacity control, different from network size, plays a central role i... in search of the https://openreview.net/forum?id=uHmNHaxrlG C-Disentanglement: Discovering Causally-Independent Generative Factors under an Inductive Bias of... Representation learning assumes that real-world data is generated by a few causally disentangled generative factors (i.e., sources of variation). However, most... https://github.com/james-simon/eigenlearning GitHub - james-simon/eigenlearning: codebase for "A Theory of the Inductive Bias and Generalization... codebase for "A Theory of the Inductive Bias and Generalization of Kernel Regression and Wide Neural Networks" - james-simon/eigenlearning https://www.zhaw.ch/en/research/project/73555 Stability of self-organizing net fragments as inductive bias for next-generation deep learning |... We recently released "A Theory of Natural Intelligence", proposing a possible key to the emergence of intelligence in biological learners. Goal of this... https://elifesciences.org/articles/78606/figures Figures and data in Population codes enable learning from few examples by shaping inductive bias |... Neural sensory representations impose an inductive bias over the space of learning tasks, allowing some tasks to be learned by a downstream neuron more...