文件名称：对比学习论文合集【公众号对白的算法屋整理】.zip
文件大小：133.67MB
文件格式：ZIP
更新时间：2024-09-29 19:45:28
顶会论文
包含ICLR2021、WWW2021、SIGIR2021、AAAI2021、NIPS2020等十一个顶会60多篇论文！
【文件预览】：
Source paper
----NLP()
--------Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval.pdf(615KB)
--------Residual Energy-Based Models for Text Generation.pdf(1.02MB)
--------Self-supervised Contrastive Zero to Few-shot Learning from Small, Long-tailed Text data.pdf(865KB)
--------Pre-training Text-to-Text Transformers for Concept-centric Common Sense.pdf(632KB)
--------CoDA- Contrast-enhanced and Diversity-promoting Data Augmentation for Natural Language Understanding.pdf(710KB)
--------Towards Robust and Efficient Contrastive Textual Representation Learning.pdf(470KB)
--------Contrastive Learning with Adversarial Perturbations for Conditional Text Generation .pdf(1019KB)
--------FairFil- Contrastive Neural Debiasing Method for Pretrained Text Encoders.pdf(601KB)
----Language Contrastive Learning()
--------Distributed Representations of Words and Phrases and their Compositionality.pdf(109KB)
--------InfoXLM- An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training.pdf(391KB)
--------XLNet- Generalized Autoregressive Pretraining for Language Understanding.pdf(744KB)
--------A Mutual Information Maximization Perspective of Language Representation Learning.pdf(576KB)
--------An efficient framework for learning sentence representations.pdf(227KB)
----.DS_Store(8KB)
----Applications()
--------Contrastive Learning for Unpaired Image-to-Image Translation.pdf(8.35MB)
----Recommendation()
--------Self-supervised Graph Learning for Recommendation.pdf(3.75MB)
--------Self-Supervised Hypergraph Convolutional Networks for Session-based Recommendation.pdf(1.54MB)
--------Self-Supervised Multi-Channel Hypergraph Convolutional Network for Social Recommendation.pdf(1.03MB)
----Adversarial Learning()
--------Contrastive Learning with Adversarial Examples.pdf(779KB)
----Graph()
--------Contrastive Multi-View Representation Learning on Graphs.pdf(547KB)
--------InfoGraph- Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximization.pdf(484KB)
--------Graph Contrastive Learning with Augmentations.pdf(496KB)
--------GCC- Graph Contrastive Coding for Graph Neural Network Pre-Training.pdf(985KB)
----Audio()
--------wav2vec 2.0- A Framework for Self-Supervised Learning of Speech Representations.pdf(723KB)
----CV()
--------Hard Negative Mixing for Contrastive Learning.pdf(948KB)
--------Exploring_Simple_Siamese_Representation_Learning_CVPR_2021_paper.pdf(472KB)
--------i-Mix- A Strategy for Regularizing Contrastive Representation Learning.pdf(762KB)
--------Big Self-Supervised Models are Strong Semi-Supervised Learners.pdf(804KB)
--------ContraGAN- Contrastive Learning for Conditional Image Generation.pdf(16.75MB)
--------Improved Baselines with Momentum Contrastive Learning.pdf(257KB)
--------What Should Not Be Contrastive in Contrastive Learning.pdf(1.12MB)
--------Bootstrap Your Own Latent A New Approach to Self-Supervised Learning.pdf(4.61MB)
--------Contrastive Learning with Hard Negative Samples.pdf(2.1MB)
--------MiCE- Mixture of Contrastive Experts for Unsupervised Image Clustering.pdf(33.72MB)
--------A Simple Framework for Contrastive Learning of Visual Representations.pdf(6.26MB)
--------Supervised Contrastive Learning.pdf(2.1MB)
--------Exploring Balanced Feature Spaces for Representation Learning .pdf(412KB)
--------Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID.pdf(1.09MB)
--------Prototypical Contrastive Learning of Unsupervised Representations.pdf(2.44MB)
--------LoCo- Local Contrastive Representation Learning.pdf(1.7MB)
--------Momentum Contrast for Unsupervised Visual Representation Learning.pdf(580KB)
--------Unsupervised Learning of Visual Features by Contrasting Cluster Assignments.pdf(686KB)
----Videos and Multimodal()
--------Spatiotemporal Contrastive Video Representation Learning.pdf(926KB)
--------Contrastive Multiview Coding.pdf(1.76MB)
--------Contrastive Learning of Medical Visual Representations from Paired Images and Text.pdf(1.21MB)
--------Multi-modal Self-Supervision from Generalized Data Transformations.pdf(844KB)
--------Support-set bottlenecks for video-text representation learning.pdf(4.15MB)
--------Memory-augmented Dense Predictive Coding for Video Representation Learning.pdf(5.05MB)
--------Learning Video Representations using Contrastive Bidirectional Transformer.pdf(358KB)
--------Time-Contrastive Networks- Self-Supervised Learning from Video.pdf(9.06MB)
--------Self-supervised Co-training for Video Representation Learning.pdf(1.93MB)
--------End-to-End Learning of Visual Representations from Uncurated Instructional Videos.pdf(1.88MB)
--------AVLnet- Learning Audio-Visual Language Representations from Instructional Videos.pdf(14.88MB)
--------Self-Supervised MultiModal Versatile Networks.pdf(1.09MB)