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From the 1 of 1.8k papers with an AI index.

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20022026
most citedUnderstanding individual human mobility patterns

6.1k citations

Showing 2020 · cs.LGShow all

10 papers · 2 filters

cs.LG2020

Open-World Class Discovery with Kernel Networks

Zifeng Wang, Batool Salehi, Andrey Gritsenko +3

We study an Open-World Class Discovery problem in which, given labeled training samples from old classes, we need to discover new classes from unlabeled test samples. There are two…

cs.LG20203 cited

Learn-Prune-Share for Lifelong Learning

Zifeng Wang, Tong Jian, Kaushik Chowdhury +3

In lifelong learning, we wish to maintain and update a model (e.g., a neural network classifier) in the presence of new classification tasks that arrive sequentially. In this paper…

cs.LG20203 cited

Robustness and Diversity Seeking Data-Free Knowledge Distillation

Pengchao Han, Jihong Park, Shiqiang Wang +1

Knowledge distillation (KD) has enabled remarkable progress in model compression and knowledge transfer. However, KD requires a large volume of original data or their representatio…

cs.LG2020

Sequential Segment-based Level Generation and Blending using Variational Autoencoders

Anurag Sarkar, Seth Cooper

Existing methods of level generation using latent variable models such as VAEs and GANs do so in segments and produce the final level by stitching these separately generated segmen…

cs.LG20201 cited

Towards Differentially Private Text Representations

Lingjuan Lyu, Yitong Li, Xuanli He +1

Most deep learning frameworks require users to pool their local data or model updates to a trusted server to train or maintain a global model. The assumption of a trusted server wh…

cs.LG202033 cited

Bridging Mode Connectivity in Loss Landscapes and Adversarial Robustness

Pu Zhao, Pin-Yu Chen, Payel Das +2

Mode connectivity provides novel geometric insights on analyzing loss landscapes and enables building high-accuracy pathways between well-trained neural networks. In this work, we…