Research_Trends

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Research_Trends

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Collect the Best Papers from the Top Conferences, also including statistics and visualization keywords of accepted papers from Top Conferences.

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# (RT) Research Trends

[![Build Status](https://travis-ci.com/Eurus-Holmes/Research_Trends.svg?branch=master)](https://travis-ci.com/Eurus-Holmes/Research_Trends)
[![license](https://img.shields.io/badge/License-MIT-brightgreen.svg)](https://en.wikipedia.org/wiki/MIT_License)
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> Inspired by [Best Paper Awards in Computer Science (since 1996)](https://jeffhuang.com/best_paper_awards.html) and [CVPR-2019-Paper-Statistics](https://github.com/hoya012/CVPR-2019-Paper-Statistics), this repository collects the Best Papers from the **AI&DL&ML&NLP&CV** Top Conferences, also including statistics and visualization keywords of accepted papers from Top Conferences.
> ***They are future Research Trends!***

## 2021

- [ICLR 2021](https://openreview.net/group?id=ICLR.cc/2021/Conference)
    - [**\[Statistics and Visualization\]**](https://github.com/evanzd/ICLR2021-OpenReviewData)

## 2020

- [ICLR 2020](https://openreview.net/group?id=ICLR.cc/2020/Conference)
    - **No Best Paper Awards This Year**
    - [**\[Statistics and Visualization\]**](https://github.com/shaohua0116/ICLR2020-OpenReviewData)
    
  - [NeurIPS 2020](https://syncedreview.com/2020/12/07/open-ais-gpt-3-paper-shares-neurips-2020-best-paper-awards-with-politecnico-di-milano-cmu-and-uc-berkeley/)
    - [**\[Best Paper\]** Language Models are Few-Shot Learners](https://proceedings.neurips.cc/paper/2020/file/1457c0d6bfcb4967418bfb8ac142f64a-Paper.pdf)
    - [**\[Best Paper\]** No-Regret Learning Dynamics for Extensive-Form Correlated Equilibrium](https://proceedings.neurips.cc/paper/2020/file/5763abe87ed1938799203fb6e8650025-Paper.pdf)
    - [**\[Best Paper\]** Improved Guarantees and a Multiple-Descent Curve for Column Subset Selection and the Nystrom Method](https://proceedings.neurips.cc/paper/2020/file/342c472b95d00421be10e9512b532866-Paper.pdf)
    - [**\[Test of Time Award\]** Hogwild: A Lock-Free Approach to Parallelizing Stochastic Gradient Descent](https://papers.nips.cc/paper/2011/file/218a0aefd1d1a4be65601cc6ddc1520e-Paper.pdf)
  
  - [ICML 2020](https://icml.cc/Conferences/2020/Awards)
    - [**\[Best Paper\]** On Learning Sets of Symmetric Elements](https://proceedings.icml.cc/static/paper_files/icml/2020/1625-Paper.pdf)
    - [**\[Best Paper\]** Tuning-free Plug-and-Play Proximal Algorithm for Inverse Imaging Problems](https://arxiv.org/pdf/2002.09611.pdf)
 
  - [AAAI 2020](https://aaai.org/Awards/paper.php)
    - [**\[Best Paper\]** WinoGrande: An Adversarial Winograd Schema Challenge at Scale](https://arxiv.org/pdf/1907.10641.pdf)
    - [**\[Best Student Paper\]** Fair Division of Mixed Divisible and Indivisible Goods](https://arxiv.org/pdf/1911.07048.pdf)

- [CVPR 2020](http://cvpr2020.thecvf.com/node/817)
    - [**\[Best Paper\]** Unsupervised Learning of Probably Symmetric Deformable 3D Objects from Images in the Wild](https://openaccess.thecvf.com/content_CVPR_2020/papers/Wu_Unsupervised_Learning_of_Probably_Symmetric_Deformable_3D_Objects_From_Images_CVPR_2020_paper.pdf)
    - [**\[Best Student Paper\]** BSP-Net: Generating Compact Meshes via Binary Space Partitioning](https://openaccess.thecvf.com/content_CVPR_2020/papers/Chen_BSP-Net_Generating_Compact_Meshes_via_Binary_Space_Partitioning_CVPR_2020_paper.pdf)
    - [**\[Statistics and Visualization\]**](https://github.com/hoya012/CVPR-2020-Paper-Statistics)
    
  - [ECCV 2020](https://eccv2020.eu/awards/)
    - [**\[Best Paper\]** RAFT: Recurrent All-Pairs Field Transforms for Optical Flow](https://arxiv.org/pdf/2003.12039.pdf)
    - **\[Best Paper Honorable Mention\]**
      - [Towards Streaming Perception](https://arxiv.org/pdf/2005.10420.pdf)
      - [NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis](https://arxiv.org/pdf/2003.08934.pdf)
    - [**\[Best Demo\]** Inter-Homines: Distance-Based Risk Estimation for Human Safety](https://arxiv.org/pdf/2007.10243.pdf)
  
  - [ACL 2020](https://acl2020.org/blog/ACL-2020-best-papers/)
    - [**\[Best Paper\]** Beyond Accuracy: Behavioral Testing of NLP Models with CheckList](https://arxiv.org/pdf/2005.04118.pdf)
    - **[Honorable Mention Papers – Main Conference]** 
      - [Don’t Stop Pretraining: Adapt Language Models to Domains and Tasks](https://www.aclweb.org/anthology/2020.acl-main.740.pdf)
      - [Tangled up in BLEU: Reevaluating the Evaluation of Automatic Machine Translation Evaluation Metrics](https://www.aclweb.org/anthology/2020.acl-main.448.pdf)
    - [**\[Best Theme Paper\]** Climbing towards NLU: On Meaning, Form, and Understanding in the Age of Data](https://www.aclweb.org/anthology/2020.acl-main.463.pdf)
    - [**[Honorable Mention Paper – Theme]** How Can We Accelerate Progress Towards Human-like Linguistic Generalization?](https://www.aclweb.org/anthology/2020.acl-main.465.pdf)
    - [**\[Best Demonstration Paper\]** GAIA: A Fine-grained Multimedia Knowledge Extraction System](https://www.aclweb.org/anthology/2020.acl-demos.11.pdf)
    - **[Honorable Mention Papers – Demonstrations]** 
      - [Torch-Struct: Deep Structured Prediction Library](https://www.aclweb.org/anthology/2020.acl-demos.38.pdf)
      - [Prta: A System to Support the Analysis of Propaganda Techniques in the News](https://arxiv.org/pdf/2005.05854.pdf)
  
  - [EMNLP 2020](https://2020.emnlp.org/blog/2020-11-19-best-papers)
    - [**\[Best Paper\]** Digital voicing of Silent Speech](https://www.aclweb.org/anthology/2020.emnlp-main.445.pdf)
    - **\[Honourable Mention Papers\]** 
      - [If beam search is the answer, what was the question?](https://www.aclweb.org/anthology/2020.emnlp-main.170.pdf)
      - [GLUCOSE: GeneraLized and COntextualized Story Explanations](https://arxiv.org/pdf/2009.07758.pdf)
      - [Spot The Bot: A Robust and Efficient Framework for the Evaluation of Conversational Dialogue Systems](https://www.aclweb.org/anthology/2020.emnlp-main.326.pdf)
      - [Visually Grounded Compound PCFGs](https://www.aclweb.org/anthology/2020.emnlp-main.354.pdf)
    - [**\[Best Demonstration Paper\]** 🤗 Transformers: State-of-the-art Natural Language Processing](https://www.aclweb.org/anthology/2020.emnlp-demos.6.pdf)
     
     
## 2019

- [ICLR 2019](https://iclr.cc/Conferences/2019/Awards)
    - [**\[Best Paper\]** Ordered Neurons: Integrating Tree Structures into Recurrent Neural Networks](https://openreview.net/pdf?id=B1l6qiR5F7)
    - [**\[Best Paper\]** The Lottery Ticket Hypothesis:  Finding Sparse, Trainable Neural Networks](https://openreview.net/pdf?id=rJl-b3RcF7)
    - [**\[Statistics and Visualization\]**](https://github.com/Eurus-Holmes/Research_Trends/blob/master/ICLR2019/frequency.png)

- [NeurIPS 2019](https://medium.com/@NeurIPSConf/neurips-2019-paper-awards-807e41d0c1e)
    - [**\[Outstanding Paper Award\]** Distribution-Independent PAC Learning of Halfspaces with Massart Noise](https://papers.nips.cc/paper/8722-distribution-independent-pac-learning-of-halfspaces-with-massart-noise.pdf)
    - [**\[Outstanding New Directions Paper Award\]** Uniform convergence may be unable to explain generalization in deep learning](https://papers.nips.cc/paper/9336-uniform-convergence-may-be-unable-to-explain-generalization-in-deep-learning.pdf)
  
  - [ICML 2019](https://medium.com/syncedreview/icml-2019-google-eth-zurich-mpi-is-cambridge-prowler-io-share-best-paper-honours-4aeabd5c9fc8)
    - [**\[Best Paper\]** Challenging Common Assumptions in the Unsupervised Learning of Disentangled Representations](https://arxiv.org/pdf/1811.12359.pdf)
    - [**\[Best Paper\]** Rates of Convergence for Sparse Variational Gaussian Process Regression](https://arxiv.org/pdf/1903.03571.pdf)
 
  - [AAAI 2019](https://aaai.org/Awards/paper.php)
    - [**\[Best Paper\]** How to Combine Tree-Search Methods in Reinforcement Learning](https://arxiv.org/pdf/1809.01843.pdf)
    - [**\[Best Student Paper\]** Zero Shot Learning for Code Education: Rubric Sampling with Deep Learning Inference](https://arxiv.org/pdf/1809.01357.pdf)
    
  - [CVPR 2019](https://medium.com/syncedreview/cvpr-2019-attracts-9k-attendees-best-papers-announced-imagenet-honoured-10-years-later-bc244888907a)
    - [**\[Best Paper\]** A Theory of Fermat Paths for Non-Line-of-Sight Shape Reconstruction](https://www.ri.cmu.edu/wp-content/uploads/2019/05/cvpr2019.pdf)
    - [**\[Best Student Paper\]** Reinforced Cross-Modal Matching & Self-Supervised Imitation Learning for Vision-Language Navigation](https://arxiv.org/pdf/1811.10092.pdf)
    - [**\[Statistics and Visualization\]**](https://github.com/Eurus-Holmes/Research_Trends/blob/master/CVPR2019/keywords.png)
    
  - [ICCV 2019](https://medium.com/syncedreview/iccv-2019-best-papers-announced-27a1a21311e1)
    - [**\[Best Paper\]** SinGAN: Learning a Generative Model from a Single Natural Image](https://arxiv.org/pdf/1905.01164.pdf)
    - [**\[Best Student Paper\]** PLMP - Point-Line Minimal Problems in Complete Multi-View Visibility](https://arxiv.org/pdf/1903.10008.pdf)
    - [**\[Statistics and Visualization\]**](https://github.com/Eurus-Holmes/Research_Trends/blob/master/ICCV2019/keywords.png)
    
  - [ACL 2019](http://www.acl2019.org/EN/winners-of-acl-2019-best-paper-awards.xhtml)
    - [**\[THE BEST LONG PAPER\]** Bridging the Gap between Training and Inference for Neural Machine Translation.](https://www.aclweb.org/anthology/P19-1426)
    - [**\[THE BEST SHORT PAPER\]** Do you know that Florence is packed with visitors? Evaluating state-of-the-art models of speaker commitment.](https://www.aclweb.org/anthology/P19-1412)
    - [**\[THE BEST DEMO PAPER\]** OpenKiwi: An Open Source Framework for Quality Estimation](https://www.aclweb.org/anthology/P19-3020)
    - **[OUTSTANDING PAPERS]** 
      - [Emotion-Cause Pair Extraction: A New Task to Emotion Analysis in Texts.](https://www.aclweb.org/anthology/P19-1096)
      - [A Simple Theoretical Model of Importance for Summarization](https://www.aclweb.org/anthology/P19-1101)
      - [Transferable Multi-Domain State Generator for Task-Oriented Dialogue Systems](https://www.aclweb.org/anthology/P19-1078)
      - [We need to talk about standard splits](https://www.aclweb.org/anthology/P19-1267)
      - [Zero-shot Word Sense Disambiguation using Sense Definition Embeddings](https://www.aclweb.org/anthology/P19-1568)

- [EMNLP 2019](https://www.emnlp-ijcnlp2019.org/program/accepted/)
    - [**\[Best Paper\]** Specializing Word Embeddings (for Parsing) by Information Bottleneck](https://www.aclweb.org/anthology/D19-1276.pdf)
    - [**\[Best Paper Runner-UP\]** Designing and Interpreting Probes with Control Tasks](https://www.aclweb.org/anthology/D19-1275.pdf)
    - [**\[Best Resource Paper\]** The FLORES Evaluation Datasets for Low-Resource Machine Translation: Nepali–English and Sinhala–English](https://www.aclweb.org/anthology/D19-1632.pdf)
    - [**\[Best Demo Paper\]** AllenNLP Interpret: A Framework for Explaining Predictions of NLP Models](https://www.aclweb.org/anthology/D19-3002.pdf)
    - [**\[Statistics and Visualization\]**](https://github.com/roomylee/EMNLP-2019-Papers)
    
  - [NAACL 2019](https://naacl2019.org/blog/best-papers/)
    - [**\[Best Long Paper\]** BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding](https://www.aclweb.org/anthology/N19-1423)
    - [**\[Best Short Paper\]** Probing the Need for Visual Context in Multimodal Machine Translation](https://www.aclweb.org/anthology/N19-1422)
    - [**\[Best Resource Paper\]** CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge](https://www.aclweb.org/anthology/N19-1421)
    - [**\[Best Thematic Paper\]** What’s in a Name? Reducing Bias in Bios Without Access to Protected Attributes](https://www.aclweb.org/anthology/N19-1424)
    - [**\[Best Explainable NLP Paper\]** CNM: An Interpretable Complex-valued Network for Matching](https://www.aclweb.org/anthology/N19-1420)
    
    
# License

See the [LICENSE](https://github.com/Eurus-Holmes/Research_Trends/blob/master/LICENSE) file for this repository's licensing.

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