updated for ICLR 2022

accepted_oral.md

@@ -0,0 +1,56 @@
+|   Rank |   AvgRating | Title                                                                                                                                                                          | Ratings       | Decision      |
+|-------:|------------:|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------|:--------------|
+|      1 |        9    | [Bootstrapped Meta-Learning](https://openreview.net/forum?id=b-ny3x071E5)                                                                                                      | 10, 8, 10, 8  | Accept (Oral) |
+|      2 |        8.67 | [Diffusion-Based Voice Conversion with Fast Maximum Likelihood Sampling Scheme](https://openreview.net/forum?id=8c50f-DoWAu)                                                   | 8, 8, 10      | Accept (Oral) |
+|      3 |        8.67 | [Filtered-CoPhy: Unsupervised Learning of Counterfactual Physics in Pixel Space](https://openreview.net/forum?id=1L0C5ROtFp)                                                   | 8, 8, 10      | Accept (Oral) |
+|      4 |        8.67 | [A Fine-Grained Analysis on Distribution Shift](https://openreview.net/forum?id=Dl4LetuLdyK)                                                                                   | 8, 10, 8      | Accept (Oral) |
+|      5 |        8.5  | [Expressiveness and Approximation Properties of Graph Neural Networks](https://openreview.net/forum?id=wIzUeM3TAU)                                                             | 10, 8, 8, 8   | Accept (Oral) |
+|      6 |        8.5  | [DISCOVERING AND EXPLAINING THE REPRESENTATION BOTTLENECK OF DNNS](https://openreview.net/forum?id=iRCUlgmdfHJ)                                                                | 8, 10, 8, 8   | Accept (Oral) |
+|      7 |        8.5  | [Neural Structured Prediction for Inductive Node Classification](https://openreview.net/forum?id=YWNAX0caEjI)                                                                  | 8, 8, 10, 8   | Accept (Oral) |
+|      8 |        8.5  | [Understanding over-squashing and bottlenecks on graphs via curvature](https://openreview.net/forum?id=7UmjRGzp-A)                                                             | 8, 8, 10, 8   | Accept (Oral) |
+|      9 |        8    | [Analytic-DPM: an Analytic Estimate of the Optimal Reverse Variance in Diffusion Probabilistic Models](https://openreview.net/forum?id=0xiJLKH-ufZ)                            | 8, 8, 8, 8, 8 | Accept (Oral) |
+|     10 |        8    | [Real-Time Neural Voice Camouflage](https://openreview.net/forum?id=qj1IZ-6TInc)                                                                                               | 8, 8, 8       | Accept (Oral) |
+|     11 |        8    | [Comparing Distributions by Measuring Differences that Affect Decision Making](https://openreview.net/forum?id=KB5onONJIAU)                                                    | 8, 8, 8       | Accept (Oral) |
+|     12 |        8    | [The Hidden Convex Optimization Landscape of Regularized Two-Layer ReLU Networks: an Exact Characterization of Optimal Solutions](https://openreview.net/forum?id=Z7Lk2cQEG8a) | 8, 8, 8, 8    | Accept (Oral) |
+|     13 |        8    | [A New Perspective on "How Graph Neural Networks Go Beyond Weisfeiler-Lehman?"](https://openreview.net/forum?id=uxgg9o7bI_3)                                                   | 8, 8, 8, 8    | Accept (Oral) |
+|     14 |        8    | [Natural Language Descriptions of Deep Features](https://openreview.net/forum?id=NudBMY-tzDr)                                                                                  | 8, 8, 8       | Accept (Oral) |
+|     15 |        8    | [Poisoning and Backdooring Contrastive Learning](https://openreview.net/forum?id=iC4UHbQ01Mp)                                                                                  | 8, 8, 8, 8    | Accept (Oral) |
+|     16 |        8    | [Rethinking the Representational Continuity: Towards Unsupervised Continual Learning](https://openreview.net/forum?id=9Hrka5PA7LW)                                             | 8, 8, 8, 8    | Accept (Oral) |
+|     17 |        8    | [Frame Averaging for Invariant and Equivariant Network Design](https://openreview.net/forum?id=zIUyj55nXR)                                                                     | 8, 8, 8, 8    | Accept (Oral) |
+|     18 |        8    | [BEiT: BERT Pre-Training of Image Transformers](https://openreview.net/forum?id=p-BhZSz59o4)                                                                                   | 8, 8, 8, 8    | Accept (Oral) |
+|     19 |        8    | [Language modeling via stochastic processes](https://openreview.net/forum?id=pMQwKL1yctf)                                                                                      | 8, 8, 8, 8    | Accept (Oral) |
+|     20 |        8    | [Fine-Tuning Distorts Pretrained Features and Underperforms Out-of-Distribution](https://openreview.net/forum?id=UYneFzXSJWh)                                                  | 8, 8, 8, 8    | Accept (Oral) |
+|     21 |        8    | [The Information Geometry of Unsupervised Reinforcement Learning](https://openreview.net/forum?id=3wU2UX0voE)                                                                  | 8, 8, 8       | Accept (Oral) |
+|     22 |        8    | [Contrastive Label Disambiguation for Partial Label Learning](https://openreview.net/forum?id=EhYjZy6e1gJ)                                                                     | 8, 8, 8       | Accept (Oral) |
+|     23 |        8    | [Provably Filtering Exogenous Distractors using Multistep Inverse Dynamics](https://openreview.net/forum?id=RQLLzMCefQu)                                                       | 8, 8, 8, 8    | Accept (Oral) |
+|     24 |        8    | [Minibatch vs Local SGD with Shuffling: Tight Convergence Bounds and Beyond](https://openreview.net/forum?id=LdlwbBP2mlq)                                                      | 8, 8, 8       | Accept (Oral) |
+|     25 |        8    | [Meta-Learning with Fewer Tasks through Task Interpolation](https://openreview.net/forum?id=ajXWF7bVR8d)                                                                       | 8, 8, 8, 8, 8 | Accept (Oral) |
+|     26 |        8    | [Data-Efficient Graph Grammar Learning for Molecular Generation](https://openreview.net/forum?id=l4IHywGq6a)                                                                   | 8, 8, 8, 8    | Accept (Oral) |
+|     27 |        8    | [Non-Transferable Learning: A New Approach for Model Ownership Verification and Applicability Authorization](https://openreview.net/forum?id=tYRrOdSnVUy)                      | 8, 8, 8       | Accept (Oral) |
+|     28 |        8    | [Efficiently Modeling Long Sequences with Structured State Spaces](https://openreview.net/forum?id=uYLFoz1vlAC)                                                                | 8, 8, 8       | Accept (Oral) |
+|     29 |        8    | [Hyperparameter Tuning with Renyi Differential Privacy](https://openreview.net/forum?id=-70L8lpp9DF)                                                                           | 8, 6, 8, 10   | Accept (Oral) |
+|     30 |        8    | [MIDI-DDSP: Detailed Control of Musical Performance via Hierarchical Modeling](https://openreview.net/forum?id=UseMOjWENv)                                                     | 8, 8, 8       | Accept (Oral) |
+|     31 |        8    | [Asymmetry Learning for Counterfactually-invariant Classification in OOD Tasks](https://openreview.net/forum?id=avgclFZ221l)                                                   | 8, 8, 8       | Accept (Oral) |
+|     32 |        8    | [Unsupervised Vision-Language Grammar Induction with Shared Structure Modeling](https://openreview.net/forum?id=N0n_QyQ5lBF)                                                   | 8, 8, 8       | Accept (Oral) |
+|     33 |        8    | [Vision-Based Manipulators Need to Also See from Their Hands](https://openreview.net/forum?id=RJkAHKp7kNZ)                                                                     | 8, 8, 8       | Accept (Oral) |
+|     34 |        8    | [RISP: Rendering-Invariant State Predictor with Differentiable Simulation and Rendering for Cross-Domain Parameter Estimation](https://openreview.net/forum?id=uSE03demja)     | 8, 8, 8       | Accept (Oral) |
+|     35 |        8    | [iLQR-VAE : control-based learning of input-driven dynamics with applications to neural data](https://openreview.net/forum?id=wRODLDHaAiW)                                     | 8, 8, 8       | Accept (Oral) |
+|     36 |        8    | [Transform2Act: Learning a Transform-and-Control Policy for Efficient Agent Design](https://openreview.net/forum?id=UcDUxjPYWSr)                                               | 8, 8, 8, 8    | Accept (Oral) |
+|     37 |        8    | [Finetuned Language Models are Zero-Shot Learners](https://openreview.net/forum?id=gEZrGCozdqR)                                                                                | 8, 8, 8, 8    | Accept (Oral) |
+|     38 |        7.5  | [Coordination Among Neural Modules Through a Shared Global Workspace](https://openreview.net/forum?id=XzTtHjgPDsT)                                                             | 6, 6, 8, 10   | Accept (Oral) |
+|     39 |        7.5  | [CycleMLP: A MLP-like Architecture for Dense Prediction](https://openreview.net/forum?id=NMEceG4v69Y)                                                                          | 8, 8, 6, 8    | Accept (Oral) |
+|     40 |        7.5  | [Sparse Communication via Mixed Distributions](https://openreview.net/forum?id=WAid50QschI)                                                                                    | 8, 8, 8, 6    | Accept (Oral) |
+|     41 |        7.5  | [StyleAlign: Analysis and Applications of Aligned StyleGAN Models](https://openreview.net/forum?id=Qg2vi4ZbHM9)                                                                | 8, 8, 6, 8    | Accept (Oral) |
+|     42 |        7.5  | [Weighted Training for Cross-Task Learning](https://openreview.net/forum?id=ltM1RMZntpu)                                                                                       | 8, 8, 6, 8    | Accept (Oral) |
+|     43 |        7.5  | [Large Language Models Can Be Strong Differentially Private Learners](https://openreview.net/forum?id=bVuP3ltATMz)                                                             | 8, 8, 6, 8    | Accept (Oral) |
+|     44 |        7.5  | [Extending the WILDS Benchmark for Unsupervised Adaptation](https://openreview.net/forum?id=z7p2V6KROOV)                                                                       | 8, 6, 8, 8    | Accept (Oral) |
+|     45 |        7.33 | [GeoDiff: A Geometric Diffusion Model for Molecular Conformation Generation](https://openreview.net/forum?id=PzcvxEMzvQC)                                                      | 6, 8, 8       | Accept (Oral) |
+|     46 |        7.33 | [ProtoRes: Proto-Residual Network for Pose Authoring via Learned Inverse Kinematics](https://openreview.net/forum?id=s03AQxehtd_)                                              | 8, 8, 6       | Accept (Oral) |
+|     47 |        7.33 | [Domino: Discovering Systematic Errors with Cross-Modal Embeddings](https://openreview.net/forum?id=FPCMqjI0jXN)                                                               | 8, 8, 6       | Accept (Oral) |
+|     48 |        7.33 | [Open-Set Recognition: A Good Closed-Set Classifier is All You Need](https://openreview.net/forum?id=5hLP5JY9S2d)                                                              | 8, 6, 8       | Accept (Oral) |
+|     49 |        7    | [Pyraformer: Low-Complexity Pyramidal Attention for Long-Range Time Series Modeling and Forecasting](https://openreview.net/forum?id=0EXmFzUn5I)                               | 8, 6, 6, 8    | Accept (Oral) |
+|     50 |        7    | [Resolving Training Biases via Influence-based Data Relabeling](https://openreview.net/forum?id=EskfH0bwNVn)                                                                   | 8, 8, 6, 6    | Accept (Oral) |
+|     51 |        7    | [Neural Collapse Under MSE Loss: Proximity to and Dynamics on the Central Path](https://openreview.net/forum?id=w1UbdvWH_R3)                                                   | 6, 6, 8, 8    | Accept (Oral) |
+|     52 |        6.5  | [F8Net: Fixed-Point 8-bit Only Multiplication for Network Quantization](https://openreview.net/forum?id=_CfpJazzXT2)                                                           | 10, 5, 5, 6   | Accept (Oral) |
+|     53 |        6.25 | [Variational Inference for Discriminative Learning with Generative Modeling of Feature Incompletion](https://openreview.net/forum?id=qnQN4yr6FJz)                              | 5, 8, 6, 6    | Accept (Oral) |
+|     54 |        5    | [Einops: Clear and Reliable Tensor Manipulations with Einstein-like Notation](https://openreview.net/forum?id=oapKSVM2bcj)                                                     | 8, 3, 6, 3    | Accept (Oral) |

crawl_paperlist.py

@@ -2,20 +2,31 @@
 import time
 from tqdm import tqdm
 from selenium import webdriver
+from selenium.webdriver.chrome.service import Service
+from webdriver_manager.chrome import ChromeDriverManager
 from selenium.webdriver.common.by import By
 from selenium.webdriver.support import expected_conditions as EC
 from selenium.webdriver.support.wait import WebDriverWait
 
-driver = webdriver.Edge('msedgedriver.exe')
-driver.get('https://openreview.net/group?id=ICLR.cc/2021/Conference')
+#driver = webdriver.Edge('msedgedriver.exe')
+s = Service(ChromeDriverManager().install())
+o =  webdriver.ChromeOptions()
+o.add_argument('headless')
+o.add_argument('--disable-infobars')
+o.add_argument('--disable-dev-shm-usage')
+o.add_argument('--no-sandbox')
+o.add_argument('--remote-debugging-port=9222')
+driver = webdriver.Chrome(service=s, options=o)
+
+driver.get('https://openreview.net/group?id=ICLR.cc/2022/Conference')
 
 cond = EC.presence_of_element_located((By.XPATH, '//*[@id="all-submissions"]/nav/ul/li[13]/a'))
 WebDriverWait(driver, 60).until(cond)
 
 with open('paperlist.tsv', 'w', encoding='utf8') as f:
     f.write('\t'.join(['paper_id', 'title', 'link', 'keywords', 'abstract'])+'\n')
 
-for page in tqdm(range(1, 61)):
+for page in tqdm(range(1, 68)):
     text = ''
     elems = driver.find_elements_by_xpath('//*[@id="all-submissions"]/ul/li')
     for i, elem in enumerate(elems):

crawl_reviews.py

@@ -3,11 +3,21 @@
 import pandas as pd
 from tqdm import tqdm
 from selenium import webdriver
+from selenium.webdriver.chrome.service import Service
+from webdriver_manager.chrome import ChromeDriverManager
 from selenium.webdriver.common.by import By
 from selenium.webdriver.support import expected_conditions as EC
 from selenium.webdriver.support.wait import WebDriverWait
 
-driver = webdriver.Edge('msedgedriver.exe')
+#driver = webdriver.Edge('msedgedriver.exe')
+s = Service(ChromeDriverManager().install())
+o =  webdriver.ChromeOptions()
+o.add_argument('headless')
+o.add_argument('--disable-infobars')
+o.add_argument('--disable-dev-shm-usage')
+o.add_argument('--no-sandbox')
+o.add_argument('--remote-debugging-port=9222')
+driver = webdriver.Chrome(service=s, options=o)
 
 df = pd.read_csv('paperlist.tsv', sep='\t', index_col=0)
 
@@ -23,7 +33,7 @@
         elems = driver.find_elements_by_xpath(xpath)
         assert len(elems), 'empty ratings'
         ratings[paper_id] = pd.Series([
-            int(x.text.split(': ')[1]) for x in elems if x.text.startswith('Rating:')
+            int(x.text.split(': ')[1]) for x in elems if x.text.startswith('Recommendation:')
         ], dtype=int)
         decision = [x.text.split(': ')[1] for x in elems if x.text.startswith('Decision:')]
         decisions[paper_id] = decision[0] if decision else 'Unknown'