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03/20/2023
Ref-NeuS: Ambiguity-Reduced Neural Implicit Surface Learning for Multi-View Reconstruction with Reflection
Neural implicit surface learning has shown significant progress in multi...
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03/14/2023
Do Transformers Parse while Predicting the Masked Word?
Pre-trained language models have been shown to encode linguistic structu...
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02/13/2023
Task-Specific Skill Localization in Fine-tuned Language Models
Pre-trained language models can be fine-tuned to solve diverse NLP tasks...
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10/26/2022
Coresets for Vertical Federated Learning: Regularized Linear Regression and K-Means Clustering
Vertical federated learning (VFL), where data features are stored in mul...
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06/20/2022
SoteriaFL: A Unified Framework for Private Federated Learning with Communication Compression
To enable large-scale machine learning in bandwidth-hungry environments ...
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01/31/2022
BEER: Fast O(1/T) Rate for Decentralized Nonconvex Optimization with Communication Compression
Communication efficiency has been widely recognized as the bottleneck fo...
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12/24/2021
Faster Rates for Compressed Federated Learning with Client-Variance Reduction
Due to the communication bottleneck in distributed and federated learnin...
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08/10/2021
FedPAGE: A Fast Local Stochastic Gradient Method for Communication-Efficient Federated Learning
Federated Averaging (FedAvg, also known as Local-SGD) (McMahan et al., 2...
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06/23/2020
Combinatorial Pure Exploration of Dueling Bandit
In this paper, we study combinatorial pure exploration for dueling bandi...
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02/10/2020
Combinatorial Semi-Bandit in the Non-Stationary Environment
In this paper, we investigate the non-stationary combinatorial semi-band...
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11/14/2019
Online Second Price Auction with Semi-bandit Feedback Under the Non-Stationary Setting
In this paper, we study the non-stationary online second price auction p...
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09/26/2019
Mildly Overparametrized Neural Nets can Memorize Training Data Efficiently
It has been observed zhang2016understanding that deep neural networks ca...
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06/20/2019
Stochastic One-Sided Full-Information Bandit
In this paper, we study the stochastic version of the one-sided full inf...
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03/01/2019