Oceania
b1b20d09041289e6c3fbb81850c5da54-Paper.pdf
AIDE: Fastand Communication Efficient Distributed Optimization.arXive-prints,
A no-regret generalization of hierarchical softmax to extreme multi-label classification
Marek Wydmuch, Kalina Jasinska, Mikhail Kuznetsov, Rรณbert Busa-Fekete, Krzysztof Dembczynski
Neural Information Processing Systems http://nips.cc/
Learning to Optimize Tensor Programs
Tianqi Chen, Lianmin Zheng, Eddie Yan, Ziheng Jiang, Thierry Moreau, Luis Ceze, Carlos Guestrin, Arvind Krishnamurthy
Neural Information Processing Systems http://nips.cc/
Towards Practical Alternating Least-Squares for CCA
Despite recent provably guaranteed variants, the empirical performance often remains unsatisfactory.
Intriguing Properties of Quantization at Scale
Emergent properties have been widely adopted as a term to describe behavior not present in smaller models but observed in larger models (Wei et al., 2022a).
This Looks Like That: Deep Learning for Interpretable Image Recognition
Chaofan Chen, Oscar Li, Daniel Tao, Alina Barnett, Cynthia Rudin, Jonathan K. Su
How would you describe why the image in Figure 1 looks like a clay colored sparrow? Perhaps the bird's head and wing bars look like those of a prototypical clay colored sparrow. When we describe how we classify images, we might focus on parts of the image and compare them with prototypical parts of images from a given class. This method of reasoning is commonly used in difficult identification tasks: e.g., radiologists compare suspected tumors in X-ray scans with prototypical tumor images for diagnosis of cancer [13].
Positive-Unlabeled Compression on the Cloud
Yixing Xu, Yunhe Wang, Hanting Chen, Kai Han, Chunjing XU, Dacheng Tao, Chang Xu
Neural Information Processing Systems http://nips.cc/
CausalStock: Deep End-to-end Causal Discovery for News-driven Stock Movement Prediction
On the one hand, "relation discovery" is a
Beauty-in-averageness and its contextual modulations: A Bayesian statistical account
Neural Information Processing Systems http://nips.cc/