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期刊&会议

International Conference on Learning Representations · 会议 · Machine Learning

共收录 9457
2006.10598 2022-03-17 cs.LG cs.CL cs.CV stat.ML

Neural Parameter Allocation Search

Bryan A. Plummer, Nikoli Dryden, Julius Frost, Torsten Hoefler, Kate Saenko

Comments Accepted at ICLR 2022

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2203.08120 2022-03-16 cs.LG stat.ML

Deep Learning without Shortcuts: Shaping the Kernel with Tailored Rectifiers

Guodong Zhang, Aleksandar Botev, James Martens

Comments ICLR 2022

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2203.08072 2022-03-16 math.OC cs.LG

Neural Solvers for Fast and Accurate Numerical Optimal Control

Federico Berto, Stefano Massaroli, Michael Poli, Jinkyoo Park

Comments Published as a conference paper at ICLR 2022

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2203.08031 2022-03-16 cs.LG q-bio.BM

Data-Efficient Graph Grammar Learning for Molecular Generation

Minghao Guo, Veronika Thost, Beichen Li, Payel Das, Jie Chen, Wojciech Matusik

Comments ICLR 2022 oral

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2203.07902 2022-03-16 cs.CV cs.LG eess.IV eess.SP stat.ML

Generalized Rectifier Wavelet Covariance Models For Texture Synthesis

Antoine Brochard, Sixin Zhang, Stéphane Mallat

Comments To be published as a conference paper at the International Conference on Learning Representations (ICLR) 2022

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2203.07798 2022-03-16 stat.ML cs.LG

Igeood: An Information Geometry Approach to Out-of-Distribution Detection

Eduardo Dadalto Camara Gomes, Florence Alberge, Pierre Duhamel, Pablo Piantanida

Comments Accepted in ICLR 2022

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2203.06474 2022-03-16 cs.LG

Optimizer Amalgamation

Tianshu Huang, Tianlong Chen, Sijia Liu, Shiyu Chang, Lisa Amini, Zhangyang Wang

Comments To appear in ICLR 2022

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2203.06172 2022-03-16 cs.CV cs.AI

Deep AutoAugment

Yu Zheng, Zhi Zhang, Shen Yan, Mi Zhang

Comments ICLR 2022 camera-ready. Code: https://github.com/MSU-MLSys-Lab/DeepAA

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2203.02923 2022-03-16 cs.LG q-bio.QM

GeoDiff: a Geometric Diffusion Model for Molecular Conformation Generation

Minkai Xu, Lantao Yu, Yang Song, Chence Shi, Stefano Ermon, Jian Tang

Comments Published as a conference paper at ICLR 2022 (https://openreview.net/forum?id=PzcvxEMzvQC)

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2203.01570 2022-03-16 cs.LG stat.ME stat.ML

Representing Mixtures of Word Embeddings with Mixtures of Topic Embeddings

Dongsheng Wang, Dandan Guo, He Zhao, Huangjie Zheng, Korawat Tanwisuth, Bo Chen, Mingyuan Zhou

Comments Proceedings of ICLR, 2022

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2202.12403 2022-03-16 cs.CV cs.LG

Learning Transferable Reward for Query Object Localization with Policy Adaptation

Tingfeng Li, Shaobo Han, Martin Renqiang Min, Dimitris N. Metaxas

Comments ICLR 2022

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2201.11701 2022-03-16 cs.LG cs.AI

Model Agnostic Interpretability for Multiple Instance Learning

Joseph Early, Christine Evers, Sarvapali Ramchurn

Comments 25 pages (9 content, 2 acknowledgement + references, 14 appendix). 16 figures (3 main content, 13 appendix). Submitted and accepted to ICLR 22, see http://openreview.net/forum?id=KSSfF5lMIAg Revisions: v2) Added additional acknowledgements v3) Updated to ICLR camera ready version

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2201.00057 2022-03-16 cs.LG cs.AI cs.IT math.IT stat.ML

Optimal Representations for Covariate Shift

Yangjun Ruan, Yann Dubois, Chris J. Maddison

Comments Accepted at ICLR 2022

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2112.15025 2022-03-16 cs.LG

Constructing a Good Behavior Basis for Transfer using Generalized Policy Updates

Safa Alver, Doina Precup

Comments Published as a conference paper at ICLR 2022

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2112.05244 2022-03-16 cs.LG cs.AI cs.IT cs.RO math.IT stat.ML

An Experimental Design Perspective on Model-Based Reinforcement Learning

Viraj Mehta, Biswajit Paria, Jeff Schneider, Stefano Ermon, Willie Neiswanger

Comments Conference paper at ICLR 2022

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2111.12594 2022-03-16 cs.CV cs.LG stat.ML

Conditional Object-Centric Learning from Video

Thomas Kipf, Gamaleldin F. Elsayed, Aravindh Mahendran, Austin Stone, Sara Sabour, Georg Heigold, Rico Jonschkowski, Alexey Dosovitskiy, Klaus Greff

Comments Published at ICLR 2022. Project page at https://slot-attention-video.github.io/

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2111.11704 2022-03-16 cs.CV

Deep Point Cloud Reconstruction

Jaesung Choe, Byeongin Joung, Francois Rameau, Jaesik Park, In So Kweon

Comments ICLR 2022 accepted

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2111.07786 2022-03-16 cs.AI cs.LG

Independent SE(3)-Equivariant Models for End-to-End Rigid Protein Docking

Octavian-Eugen Ganea, Xinyuan Huang, Charlotte Bunne, Yatao Bian, Regina Barzilay, Tommi Jaakkola, Andreas Krause

Journal ref Spotlight at ICLR 2022: International Conference on Learning Representations

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2111.03017 2022-03-16 cs.SD cs.LG eess.AS

MT3: Multi-Task Multitrack Music Transcription

Josh Gardner, Ian Simon, Ethan Manilow, Curtis Hawthorne, Jesse Engel

Comments ICLR 2022 camera-ready version

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2111.00899 2022-03-16 cs.CV cs.LG eess.IV physics.app-ph

Equivariant Contrastive Learning

Rumen Dangovski, Li Jing, Charlotte Loh, Seungwook Han, Akash Srivastava, Brian Cheung, Pulkit Agrawal, Marin Soljačić

Comments Camera Ready Revision. ICLR 2022. Discussion: https://openreview.net/forum?id=gKLAAfiytI Code: https://github.com/rdangovs/essl

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2110.11405 2022-03-16 cs.CV cs.LG

Illiterate DALL-E Learns to Compose

Gautam Singh, Fei Deng, Sungjin Ahn

Comments Published as a conference paper at ICLR 2022

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2110.06850 2022-03-16 cs.LG cs.AI cs.CV stat.ML

Boosting the Certified Robustness of L-infinity Distance Nets

Bohang Zhang, Du Jiang, Di He, Liwei Wang

Comments Accepted for ICLR 2022; 21 pages

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2110.03484 2022-03-16 cs.LG stat.AP stat.ML

Creating Training Sets via Weak Indirect Supervision

Jieyu Zhang, Bohan Wang, Xiangchen Song, Yujing Wang, Yaming Yang, Jing Bai, Alexander Ratner

Comments ICLR 2022

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2108.04763 2022-03-16 stat.ML cs.LG

Imitation Learning by Reinforcement Learning

Kamil Ciosek

Comments Published in ICLR 2022

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2106.07971 2022-03-16 cs.LG

Simple GNN Regularisation for 3D Molecular Property Prediction & Beyond

Jonathan Godwin, Michael Schaarschmidt, Alexander Gaunt, Alvaro Sanchez-Gonzalez, Yulia Rubanova, Petar Veličković, James Kirkpatrick, Peter Battaglia

Comments ICLR 2022 Camera Ready

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2106.05319 2022-03-16 cs.LG stat.ML

Stein Latent Optimization for Generative Adversarial Networks

Uiwon Hwang, Heeseung Kim, Dahuin Jung, Hyemi Jang, Hyungyu Lee, Sungroh Yoon

Comments ICLR 2022 camera ready

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2106.05126 2022-03-16 cs.LG cs.AI math.OC

Efficient Active Search for Combinatorial Optimization Problems

André Hottung, Yeong-Dae Kwon, Kevin Tierney

Comments Accepted at ICLR 2022

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2106.04732 2022-03-16 cs.LG cs.AI cs.CV

AdaMatch: A Unified Approach to Semi-Supervised Learning and Domain Adaptation

David Berthelot, Rebecca Roelofs, Kihyuk Sohn, Nicholas Carlini, Alex Kurakin

Comments Accepted to ICLR 2022

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2106.02736 2022-03-16 cs.LG cs.CL

Exposing the Implicit Energy Networks behind Masked Language Models via Metropolis--Hastings

Kartik Goyal, Chris Dyer, Taylor Berg-Kirkpatrick

Comments ICLR 2022 - camera ready

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2106.02713 2022-03-16 stat.ML cs.LG

Learning Curves for SGD on Structured Features

Blake Bordelon, Cengiz Pehlevan

Comments Camera Ready for ICLR 2022: https://openreview.net/forum?id=WPI2vbkAl3Q

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