Optimization

CARMS: Categorical-Antithetic-REINFORCE Multi-Sample Gradient Estimator NeurIPS 2021 CATE: Computation-aware Neural Architecture Encoding with Transformers ICML 2021 CBP: backpropagation with constraint on weight precision using a pseudo-Lagrange multiplier method NeurIPS 2021 CentripetalText: An Efficient Text Instance Representation for Scene Text Detection NeurIPS 2021 Certified Robustness to Programmable Transformations in LSTMs EMNLP 2021 Certifying Incremental Quadratic Constraints for Neural Networks via Convex Optimization L4DC 2021 CFR-MIX: Solving Imperfect Information Extensive-Form Games with Combinatorial Action Space IJCAI 2021 ChaCha for Online AutoML ICML 2021 Characterizing the implicit bias via a primal-dual analysis ALT 2021 Characterizing the Loss Landscape in Non-Negative Matrix Factorization AAAI 2021 Chebyshev Polynomial Codes: Task Entanglement-based Coding for Distributed Matrix Multiplication ICML 2021 Cherry-Picking Gradients: Learning Low-Rank Embeddings of Visual Data via Differentiable Cross-Approximation ICCV 2021 CIDEr-R: Robust Consensus-based Image Description Evaluation EMNLP 2021 Cinematic-L1 Video Stabilization With a Log-Homography Model WACV 2021 Classification vs regression in overparameterized regimes: Does the loss function matter? JMLR 2021 Clinical Trial of an AI-Augmented Intervention for HIV Prevention in Youth Experiencing Homelessness AAAI 2021 Clipping Loops for Sample-Efficient Dialogue Policy Optimisation NAACL 2021 Closing the BIG-LID: An Effective Local Intrinsic Dimensionality Defense for Nonlinear Regression Poisoning IJCAI 2021 Closing the Gap: Tighter Analysis of Alternating Stochastic Gradient Methods for Bilevel Problems NeurIPS 2021 Cluster-Promoting Quantization With Bit-Drop for Minimizing Network Quantization Loss ICCV 2021 CLUZH at SIGMORPHON 2021 Shared Task on Multilingual Grapheme-to-Phoneme Conversion: Variations on a Baseline ACL 2021 CodedBulk: Inter-Datacenter Bulk Transfers using Network Coding NSDI 2021 Collaborative Bayesian Optimization with Fair Regret ICML 2021 Collaborative Learning in the Jungle (Decentralized, Byzantine, Heterogeneous, Asynchronous and Nonconvex Learning) NeurIPS 2021 Collect & Infer - a fresh look at data-efficient Reinforcement Learning CoRL 2021