Representation Learning

Building Interpretable Interaction Trees for Deep NLP Models AAAI 2021 Building Reliable Explanations of Unreliable Neural Networks: Locally Smoothing Perspective of Model Interpretation CVPR 2021 ByPE-VAE: Bayesian Pseudocoresets Exemplar VAE NeurIPS 2021 C3SL at SemEval-2021 Task 1: Predicting Lexical Complexity of Words in Specific Contexts with Sentence Embeddings SemEval 2021 Cambridge at SemEval-2021 Task 2: Neural WiC-Model with Data Augmentation and Exploration of Representation SemEval 2021 Can Character-based Language Models Improve Downstream Task Performances In Low-Resource And Noisy Language Scenarios? EMNLP 2021 Can contrastive learning avoid shortcut solutions? NeurIPS 2021 Can Language Models Encode Perceptual Structure Without Grounding? A Case Study in Color CoNLL 2021 Canonical Capsules: Self-Supervised Capsules in Canonical Pose NeurIPS 2021 Can Shape Structure Features Improve Model Robustness Under Diverse Adversarial Settings? ICCV 2021 Can Subnetwork Structure Be the Key to Out-of-Distribution Generalization? ICML 2021 Capturing Event Argument Interaction via A Bi-Directional Entity-Level Recurrent Decoder ACL 2021 CARE: Commonsense-Aware Emotional Response Generation with Latent Concepts AAAI 2021 Cartography Active Learning EMNLP 2021 Cascade Network with Guided Loss and Hybrid Attention for Finding Good Correspondences AAAI 2021 CASTing Your Model: Learning To Localize Improves Self-Supervised Representations CVPR 2021 Causal Autoregressive Flows AISTATS 2021 Causal Curiosity: RL Agents Discovering Self-supervised Experiments for Causal Representation Learning ICML 2021 CausalVAE: Disentangled Representation Learning via Neural Structural Causal Models CVPR 2021 CentripetalText: An Efficient Text Instance Representation for Scene Text Detection NeurIPS 2021 *-CFQ: Analyzing the Scalability of Machine Learning on a Compositional Task AAAI 2021 Challenging distributional models with a conceptual network of philosophical terms NAACL 2021 Changing the Basis of Contextual Representations with Explicit Semantics ACL 2021 Character-based PCFG Induction for Modeling the Syntactic Acquisition of Morphologically Rich Languages EMNLP 2021 Characterizing Structural Regularities of Labeled Data in Overparameterized Models ICML 2021