Finding and Listing Front-door Adjustment Sets
Comments Pages: 18 (main paper 10, references 2, appendix 6), Figures: 9 (main paper 7, appendix 2), to be published in Proceedings of the 36th Annual Conference on Neural Information Processing Systems
期刊&会议
NeurIPS
Conference on Neural Information Processing Systems · 会议 · Machine Learning
Generalized One-shot Domain Adaptation of Generative Adversarial Networks
Comments NeurIPS 2022
USB: A Unified Semi-supervised Learning Benchmark for Classification
Comments Accepted by NeurIPS'22 dataset and benchmark track; code at https://github.com/microsoft/Semi-supervised-learning
On the non-universality of deep learning: quantifying the cost of symmetry
Comments Improved exposition, to appear in NeurIPS'22
Composition Theorems for Interactive Differential Privacy
Comments To appear in NeurIPS 2022; Revised according to reviewers' feedback; Mentioned a concurrent and independent work
PAC Prediction Sets for Meta-Learning
Comments Accepted to NeurIPS 2022
Rapidly Mixing Multiple-try Metropolis Algorithms for Model Selection Problems
Comments Accepted to Thirty-sixth Conference on Neural Information Processing Systems (NeurIPS 2022)
Spherical Channels for Modeling Atomic Interactions
Comments 19 pages, accepted NeurIPS 2022
Understanding and Extending Subgraph GNNs by Rethinking Their Symmetries
Comments NeurIPS 2022, Camera Ready; 48 pages, 7 figures
Embodied Scene-aware Human Pose Estimation
Comments NeurIPS 2022. Project website: https://zhengyiluo.github.io/projects/embodied_pose/. Zhengyi Luo and Shun Iwase contributed equally
Markov Chain Score Ascent: A Unifying Framework of Variational Inference with Markovian Gradients
Comments Accepted to NeurIPS 2022
Rotation-Equivariant Conditional Spherical Neural Fields for Learning a Natural Illumination Prior
Comments NeurIPS 2022 - Project Website: jadgardner.github.io/RENI
Autoregressive Perturbations for Data Poisoning
Comments Accepted to NeurIPS 2022. Code available at https://github.com/psandovalsegura/autoregressive-poisoning
Revisiting Realistic Test-Time Training: Sequential Inference and Adaptation by Anchored Clustering
Comments NeurIPS 2022 accepted paper
Neural Differential Equations for Learning to Program Neural Nets Through Continuous Learning Rules
Comments Accepted to NeurIPS 2022
DPM-Solver: A Fast ODE Solver for Diffusion Probabilistic Model Sampling in Around 10 Steps
Comments Accepted in Neurips 2022
Provably Efficient Offline Multi-agent Reinforcement Learning via Strategy-wise Bonus
Comments 34 pages; accepted by NeurIPS 2022
Towards Efficient 3D Object Detection with Knowledge Distillation
Comments NeurIPS 2022
A Continuous Time Framework for Discrete Denoising Models
Comments 44 pages, 15 figures; NeurIPS 2022
Point-M2AE: Multi-scale Masked Autoencoders for Hierarchical Point Cloud Pre-training
Comments NeurIPS 2022
Why Robust Generalization in Deep Learning is Difficult: Perspective of Expressive Power
Comments 25 pages; to appear in NeurIPS 2022
Green Hierarchical Vision Transformer for Masked Image Modeling
Comments Accepted at NeurIPS 2022. 18 pages, 7 figures, 6 tables, and 3 algorithms
Towards Learning Universal Hyperparameter Optimizers with Transformers
Comments Published as a conference paper in Neural Information Processing Systems (NeurIPS) 2022. Code can be found in https://github.com/google-research/optformer and Google AI Blog can be found in https://ai.googleblog.com/2022/08/optformer-towards-universal.html
Towards Understanding Grokking: An Effective Theory of Representation Learning
Comments Accepted by NeurIPS 2022
UViM: A Unified Modeling Approach for Vision with Learned Guiding Codes
Comments 22 pages. Accepted at NeurIPS 2022
Deep Learning Methods for Proximal Inference via Maximum Moment Restriction
Comments 36th Conference on Neural Information Processing Systems (NeurIPS 2022)
Posterior Collapse of a Linear Latent Variable Model
Comments NeurIPS 2022; 25 pages, 5 figures, 1 Table
COLD Decoding: Energy-based Constrained Text Generation with Langevin Dynamics
Comments NeurIPS 2022. code: https://github.com/qkaren/COLD_decoding
BEER: Fast $O(1/T)$ Rate for Decentralized Nonconvex Optimization with Communication Compression
Comments NeurIPS 2022
When is Offline Two-Player Zero-Sum Markov Game Solvable?
Comments 30 pages; accepted by NeurIPS 2022
