Deformations of Boltzmann Distributions
Comments Machine Learning for the Physical Sciences Workshop at NeurIPS '22
期刊&会议
NeurIPS
Conference on Neural Information Processing Systems · 会议 · Machine Learning
A Closer Look at the Calibration of Differentially Private Learners
Comments NeurIPS 2022 Workshop on Algorithmic Fairness through the Lens of Causality and Privacy
(De-)Randomized Smoothing for Decision Stump Ensembles
Comments NeurIPS 2022 Paper
Neural Approximation of Graph Topological Features
Comments Accepted in NeurIPS 2022
(Optimal) Online Bipartite Matching with Degree Information
Comments To appear in NeurIPS'22. A prior version of this work was titled "(Optimal) Online Bipartite Matching with Predicted Degrees"
Improvising the Learning of Neural Networks on Hyperspherical Manifold
Comments LMRL Workshop at NeurIPS 2021
Coupled Gradient Estimators for Discrete Latent Variables
Comments Published in NeurIPS 2021
Handcrafted Backdoors in Deep Neural Networks
Comments Accepted to NeurIPS 2022 [Oral]
Towards Data-Driven Offline Simulations for Online Reinforcement Learning
Comments Presented at the 3rd Offline Reinforcement Learning Workshop at NeurIPS 2022
An Analytics of Culture: Modeling Subjectivity, Scalability, Contextuality, and Temporality
Comments To be presented at Cultures in AI/AI in Culture workshop at NeurIPS 2022
Federated Learning for Appearance-based Gaze Estimation in the Wild
Comments NeurIPS 2022 - Gaze Meets ML Workshop
Self-Supervised Image Restoration with Blurry and Noisy Pairs
Comments NeurIPS 2022
Similarity-based Feature Extraction for Large-scale Sparse Traffic Forecasting
Comments 8 pages, 2 figures, NeurIPS Traffic4cast 2022
Experimental study of Neural ODE training with adaptive solver for dynamical systems modeling
Comments Poster at the Neurips Workshop "The Symbiosis of Deep Learning and Differential Equations (DLDE) - II"
TorchOpt: An Efficient Library for Differentiable Optimization
Comments NeurIPS 2022 OPT Workshop
Discovering Long-period Exoplanets using Deep Learning with Citizen Science Labels
Comments Accepted at the Machine Learning and the Physical Sciences workshop, NeurIPS 2022
Instance-based Learning for Knowledge Base Completion
Journal ref NeurIPS 2022
CS-Shapley: Class-wise Shapley Values for Data Valuation in Classification
Comments Accepted to NeurIPS 2022
Structure-Preserving 3D Garment Modeling with Neural Sewing Machines
Comments NeurIPS 2022
NCVX: A General-Purpose Optimization Solver for Constrained Machine and Deep Learning
Comments Accepted by the NeurIPS Workshop on Optimization for Machine Learning (OPT 2022). arXiv admin note: text overlap with arXiv:2111.13984
A simple but strong baseline for online continual learning: Repeated Augmented Rehearsal
Comments NeurIPS 2022
Neural Set Function Extensions: Learning with Discrete Functions in High Dimensions
Comments NeurIPS 2022
Segmenting Moving Objects via an Object-Centric Layered Representation
Comments NeurIPS 2022. Total 29 pages, 13 figures (including main text: 10 pages, 5 figures)
DNA: Proximal Policy Optimization with a Dual Network Architecture
Comments Published at NeurIPS 2022
DataMUX: Data Multiplexing for Neural Networks
Comments NeurIPS 2022
Modeling Human Exploration Through Resource-Rational Reinforcement Learning
Comments NeurIPS 2022 final version
Towards Data-Free Domain Generalization
Comments Accepted at NeurIPS 2021 (DistShift Workshop) and ACML 2022
Outlier-Robust Sparse Estimation via Non-Convex Optimization
Comments Accepted to Conference on Neural Information Processing Systems (NeurIPS) 2022. (Updated to the NeurIPS'22 version in v2.)
Barzilai and Borwein conjugate gradient method equipped with a non-monotone line search technique and its application on non-negative matrix factorization
Journal ref Optimization for Machine Learning Workshop @ NeurIPS 2021
Divide and Contrast: Source-free Domain Adaptation via Adaptive Contrastive Learning
Comments NeurIPS 2022 Accept
