Application Areas

The “Problem” of Human Label Variation: On Ground Truth in Data, Modeling and Evaluation EMNLP 2022 The Rich Get Richer: Disparate Impact of Semi-Supervised Learning ICLR 2022 The Role of Pretrained Representations for the OOD Generalization of RL Agents ICLR 2022 The RoyalFlush System for the WMT 2022 Efficiency Task EMNLP 2022 Theseus: A Library for Differentiable Nonlinear Optimization NeurIPS 2022 The SPECTRANS System Description for the WMT22 Biomedical Task EMNLP 2022 The State of Sparse Training in Deep Reinforcement Learning ICML 2022 The subtle language of exclusion: Identifying the Toxic Speech of Trans-exclusionary Radical Feminists NAACL 2022 The THUEE System Description for the IARPA OpenASR21 Challenge Interspeech 2022 The Trade-offs of Domain Adaptation for Neural Language Models ACL 2022 The trade-offs of model size in large recommendation models : 100GB to 10MB Criteo-tb DLRM model NeurIPS 2022 The Two Dimensions of Worst-Case Training and Their Integrated Effect for Out-of-Domain Generalization CVPR 2022 The Undesirable Dependence on Frequency of Gender Bias Metrics Based on Word Embeddings EMNLP 2022 The (Undesired) Attenuation of Human Biases by Multilinguality EMNLP 2022 The Unreasonable Effectiveness of Fully-Connected Layers for Low-Data Regimes NeurIPS 2022 The Unreasonable Effectiveness of Random Pruning: Return of the Most Naive Baseline for Sparse Training ICLR 2022 The Unsurprising Effectiveness of Pre-Trained Vision Models for Control ICML 2022 The Xiaomi Text-to-Text Simultaneous Speech Translation System for IWSLT 2022 ACL 2022 THE-X: Privacy-Preserving Transformer Inference with Homomorphic Encryption ACL 2022 Threading the Needle of On and Off-Manifold Value Functions for Shapley Explanations AISTATS 2022 Tiger: Disk-Adaptive Redundancy Without Placement Restrictions OSDI 2022 Tight and Robust Private Mean Estimation with Few Users ICML 2022 Tight Neural Network Verification via Semidefinite Relaxations and Linear Reformulations AAAI 2022 Tile Networks: Learning Optimal Geometric Layout for Whole-page Recommendation AISTATS 2022 Time Waits for No One! Analysis and Challenges of Temporal Misalignment NAACL 2022