本周主要论文包括Bengio 等人用 GFlowNets 统一生成模型;清华 & Meta 提出 HorNet,用递归门控卷积进行高阶空间相互作用。
目录
交互式概念交换网络。
摘要:这里介绍一篇密歇根州立大学 (Michigan State University) 和 MIT-IBM AI 实验室的一篇关于黑箱防御工作的文章,本文被 ICLR 2022 接收为 spotlight paper, 代码和模型均已开源。
1. On the Complementarity between Pre-Training and Random-Initialization for Resource-Rich Machine Translation. (from Dacheng Tao)
2. Exploiting Hybrid Semantics of Relation Paths for Multi-hop Question Answering Over Knowledge Graphs. (from Tong Zhang)
3. Elaboration-Generating Commonsense Question Answering at Scale. (from Noah A. Smith)
4. FOLIO: Natural Language Reasoning with First-Order Logic. (from Dragomir Radev)
5. Improving Compositional Generalization in Math Word Problem Solving. (from Jing Jiang, Ee-Peng Lim)
6. Multilingual Bidirectional Unsupervised Translation Through Multilingual Finetuning and Back-Translation. (from Chris Callison-Burch)
7. Multi-modal Contrastive Representation Learning for Entity Alignment. (from Meng Wang)
8. That Slepen Al the Nyght with Open Ye! Cross-era Sequence Segmentation with Switch-memory. (from Jun Wang)
9. Investigating Reasons for Disagreement in Natural Language Inference. (from Marie-Catherine de Marneffe)
10. On the Effectiveness of Compact Biomedical Transformers. (from David A. Clifton)
1. Studying Bias in GANs through the Lens of Race. (from Trevor Darrell, Alexei A. Efros)
2. Prior Knowledge-Guided Attention in Self-Supervised Vision Transformers. (from Kurt Keutzer, Trevor Darrell)
3. Not All Instances Contribute Equally: Instance-adaptive Class Representation Learning for Few-Shot Visual Recognition. (from Dacheng Tao)
4. Measuring the Interpretability of Unsupervised Representations via Quantized Reverse Probing. (from Andrea Vedaldi)
5. Neural Feature Fusion Fields: 3D Distillation of Self-Supervised 2D Image Representations. (from Andrea Vedaldi)
6. Training Strategies for Improved Lip-reading. (from Maja Pantic)
7. Can GAN-induced Attribute Manipulations Impact Face Recognition?. (from Arun Ross)
8. Facial De-morphing: Extracting Component Faces from a Single Morph. (from Arun Ross)
9. 3D Textured Shape Recovery with Learned Geometric Priors. (from Marc Pollefeys)
10. Detection and Mapping of Specular Surfaces Using Multibounce Lidar Returns. (from Ramesh Raskar)
1. Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer's phenotypes. (from Vince D. Calhoun)
2. On the Convergence of Monte Carlo UCB for Random-Length Episodic MDPs. (from Keith Ross)
3. Bispectral Neural Networks. (from Bruno Olshausen)
4. MaxWeight With Discounted UCB: A Provably Stable Scheduling Policy for Nonstationary Multi-Server Systems With Unknown Statistics. (from R. Srikant)
5. Learning Differential Operators for Interpretable Time Series Modeling. (from Yang Liu)
6. Self-supervised Representation Learning on Electronic Health Records with Graph Kernel Infomax. (from Der-Chen Chang, Ophir Frieder)
7. W-Transformers : A Wavelet-based Transformer Framework for Univariate Time Series Forecasting. (from Abdenour Hadid)
8. Recurrent Convolutional Neural Networks Learn Succinct Learning Algorithms. (from Sham Kakade)
9. Revisiting Outer Optimization in Adversarial Training. (from Nasser M. Nasrabadi)
10. When Bioprocess Engineering Meets Machine Learning: A Survey from the Perspective of Automated Bioprocess Development. (from Lars Schmidt-Thieme)
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