| ISNAS-DIP: Image-Specific Neural Architecture Search for Deep Image Prior | Nov 27, 2021 | DenoisingImage Denoising | CodeCode Available | 1 |
| Neural Fields as Learnable Kernels for 3D Reconstruction | Nov 26, 2021 | 3D ReconstructionInductive Bias | —Unverified | 0 |
| Pruning Self-attentions into Convolutional Layers in Single Path | Nov 23, 2021 | Efficient ViTsInductive Bias | CodeCode Available | 1 |
| Depth Without the Magic: Inductive Bias of Natural Gradient Descent | Nov 22, 2021 | Inductive Bias | —Unverified | 0 |
| Semi-Supervised Vision Transformers | Nov 22, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| Physics-enhanced Neural Networks in the Small Data Regime | Nov 19, 2021 | Inductive Bias | CodeCode Available | 0 |
| Rethinking Query, Key, and Value Embedding in Vision Transformer under Tiny Model Constraints | Nov 19, 2021 | image-classificationImage Classification | —Unverified | 0 |
| Linking-Enhanced Pre-Training for Table Semantic Parsing | Nov 18, 2021 | Inductive BiasLanguage Modeling | —Unverified | 0 |
| Meta-learning via Language Model In-context Tuning | Nov 16, 2021 | In-Context LearningInductive Bias | —Unverified | 0 |
| Co-training an Unsupervised Constituency Parser with Weak Supervision | Nov 16, 2021 | Inductive BiasSentence | —Unverified | 0 |
| Coloring the Blank Slate: Pre-training Imparts a Hierarchical Inductive Bias to Sequence-to-sequence Models | Nov 16, 2021 | Inductive Bias | —Unverified | 0 |
| TRIG: Transformer-Based Text Recognizer with Initial Embedding Guidance | Nov 16, 2021 | DecoderInductive Bias | —Unverified | 0 |
| Towards Comprehensive Monocular Depth Estimation: Multiple Heads Are Better Than One | Nov 16, 2021 | 3D ReconstructionDepth Estimation | —Unverified | 0 |
| Physics in the Machine: Integrating Physical Knowledge in Autonomous Phase-Mapping | Nov 15, 2021 | Inductive BiasMaterials Screening | —Unverified | 0 |
| Multi-Task Neural Processes | Nov 10, 2021 | Bayesian InferenceBrain Image Segmentation | —Unverified | 0 |
| Importance of Kernel Bandwidth in Quantum Machine Learning | Nov 9, 2021 | BIG-bench Machine LearningHyperparameter Optimization | CodeCode Available | 0 |
| A Relational Model for One-Shot Classification | Nov 8, 2021 | ClassificationData Augmentation | —Unverified | 0 |
| Augmentations in Graph Contrastive Learning: Current Methodological Flaws & Towards Better Practices | Nov 5, 2021 | ClassificationContrastive Learning | —Unverified | 0 |
| Combining Latent Space and Structured Kernels for Bayesian Optimization over Combinatorial Spaces | Nov 1, 2021 | Bayesian OptimizationDrug Design | CodeCode Available | 1 |
| Introspective Distillation for Robust Question Answering | Nov 1, 2021 | counterfactualInductive Bias | CodeCode Available | 1 |
| Can we learn gradients by Hamiltonian Neural Networks? | Oct 31, 2021 | Inductive Bias | CodeCode Available | 0 |
| 3D-OOCS: Learning Prostate Segmentation with Inductive Bias | Oct 29, 2021 | Edge DetectionImage Segmentation | CodeCode Available | 0 |
| Unsupervised Foreground Extraction via Deep Region Competition | Oct 29, 2021 | Image SegmentationInductive Bias | CodeCode Available | 1 |
| Sparsely Changing Latent States for Prediction and Planning in Partially Observable Domains | Oct 29, 2021 | Inductive Bias | CodeCode Available | 1 |
| Delayed Propagation Transformer: A Universal Computation Engine towards Practical Control in Cyber-Physical Systems | Oct 29, 2021 | Inductive BiasTraffic Signal Control | CodeCode Available | 0 |
| Learning where to learn: Gradient sparsity in meta and continual learning | Oct 27, 2021 | Continual LearningInductive Bias | CodeCode Available | 1 |
| TopicNet: Semantic Graph-Guided Topic Discovery | Oct 27, 2021 | Inductive BiasTopic Models | CodeCode Available | 0 |
| MVT: Multi-view Vision Transformer for 3D Object Recognition | Oct 25, 2021 | 3D Object RecognitionInductive Bias | CodeCode Available | 0 |
| Chunked Autoregressive GAN for Conditional Waveform Synthesis | Oct 19, 2021 | Inductive Bias | CodeCode Available | 1 |
| A cautionary tale on fitting decision trees to data from additive models: generalization lower bounds | Oct 18, 2021 | Additive modelsDecision Making | CodeCode Available | 0 |
| Towards Robust Waveform-Based Acoustic Models | Oct 16, 2021 | Data AugmentationInductive Bias | —Unverified | 0 |
| Probing as Quantifying Inductive Bias | Oct 15, 2021 | Bayesian InferenceInductive Bias | CodeCode Available | 0 |
| Meta-learning via Language Model In-context Tuning | Oct 15, 2021 | In-Context LearningInductive Bias | CodeCode Available | 1 |
| EditVAE: Unsupervised Part-Aware Controllable 3D Point Cloud Shape Generation | Oct 13, 2021 | Inductive BiasPoint Cloud Generation | —Unverified | 0 |
| Trivial or impossible -- dichotomous data difficulty masks model differences (on ImageNet and beyond) | Oct 12, 2021 | Inductive Bias | CodeCode Available | 0 |
| Fine-grained style control in Transformer-based Text-to-speech Synthesis | Oct 12, 2021 | Inductive BiasSpeech Synthesis | CodeCode Available | 1 |
| Crystal Diffusion Variational Autoencoder for Periodic Material Generation | Oct 12, 2021 | DecoderInductive Bias | CodeCode Available | 1 |
| StARformer: Transformer with State-Action-Reward Representations for Visual Reinforcement Learning | Oct 12, 2021 | Imitation LearningInductive Bias | CodeCode Available | 1 |
| Deep Bayesian inference for seismic imaging with tasks | Oct 10, 2021 | Bayesian InferenceInductive Bias | CodeCode Available | 0 |
| The Inductive Bias of In-Context Learning: Rethinking Pretraining Example Design | Oct 9, 2021 | ChunkingIn-Context Learning | —Unverified | 0 |
| ModeRNN: Harnessing Spatiotemporal Mode Collapse in Unsupervised Predictive Learning | Oct 8, 2021 | Inductive Bias | CodeCode Available | 1 |
| The Eigenlearning Framework: A Conservation Law Perspective on Kernel Regression and Wide Neural Networks | Oct 8, 2021 | Adversarial RobustnessInductive Bias | CodeCode Available | 1 |
| Boundary-aware Transformers for Skin Lesion Segmentation | Oct 8, 2021 | Inductive BiasLesion Segmentation | CodeCode Available | 1 |
| Lagrangian Neural Network with Differentiable Symmetries and Relational Inductive Bias | Oct 7, 2021 | Inductive Bias | —Unverified | 0 |
| Leveraging the Inductive Bias of Large Language Models for Abstract Textual Reasoning | Oct 5, 2021 | Inductive Bias | —Unverified | 0 |
| Co-training an Unsupervised Constituency Parser with Weak Supervision | Oct 5, 2021 | Constituency Grammar InductionInductive Bias | CodeCode Available | 0 |
| Reconstruction for Powerful Graph Representations | Oct 1, 2021 | Graph ReconstructionGraph Representation Learning | —Unverified | 0 |
| Icy: A benchmark for measuring compositional inductive bias of emergent communication models | Sep 29, 2021 | Inductive Bias | —Unverified | 0 |
| Momentum Conserving Lagrangian Neural Networks | Sep 29, 2021 | Inductive Bias | —Unverified | 0 |
| Inductive Relation Prediction Using Analogy Subgraph Embeddings | Sep 29, 2021 | Inductive BiasInductive Relation Prediction | —Unverified | 0 |