Representation Learning

Understanding Programs by Exploiting (Fuzzing) Test Cases ACL 2023 Understanding Representation Learnability of Nonlinear Self-Supervised Learning AAAI 2023 Understanding the Latent Space of Diffusion Models through the Lens of Riemannian Geometry NeurIPS 2023 Understanding Translationese in Cross-Lingual Summarization EMNLP 2023 Unified Representation for Non-compositional and Compositional Expressions EMNLP 2023 Unlimiformer: Long-Range Transformers with Unlimited Length Input NeurIPS 2023 Unlocking Feature Visualization for Deep Network with MAgnitude Constrained Optimization NeurIPS 2023 Unmasking the Hidden Meaning: Bridging Implicit and Explicit Hate Speech Embedding Representations EMNLP 2023 Unsupervised Binary Code Translation with Application to Code Clone Detection and Vulnerability Discovery EMNLP 2023 Unsupervised Deep Embedded Fusion Representation of Single-Cell Transcriptomics AAAI 2023 Unsupervised representation learning with recognition-parametrised probabilistic models AISTATS 2023 Using Interpretation Methods for Model Enhancement EMNLP 2023 Using Sliced Mutual Information to Study Memorization and Generalization in Deep Neural Networks AISTATS 2023 Value-Consistent Representation Learning for Data-Efficient Reinforcement Learning AAAI 2023 Verb Conjugation in Transformers Is Determined by Linear Encodings of Subject Number EMNLP 2023 Very Fast, Approximate Counterfactual Explanations for Decision Forests AAAI 2023 VISTA: Visual-Textual Knowledge Graph Representation Learning EMNLP 2023 Visual DNA: Representing and Comparing Images Using Distributions of Neuron Activations CVPR 2023 VNE: An Effective Method for Improving Deep Representation by Manipulating Eigenvalue Distribution CVPR 2023 Voint Cloud: Multi-View Point Cloud Representation for 3D Understanding ICLR 2023 What are the Desired Characteristics of Calibration Sets? Identifying Correlates on Long Form Scientific Summarization ACL 2023 When to Use Efficient Self Attention? Profiling Text, Speech and Image Transformer Variants ACL 2023 Which Features are Learnt by Contrastive Learning? On the Role of Simplicity Bias in Class Collapse and Feature Suppression ICML 2023 WhitenedCSE: Whitening-based Contrastive Learning of Sentence Embeddings ACL 2023 xSIM++: An Improved Proxy to Bitext Mining Performance for Low-Resource Languages ACL 2023