What You See is What You Get: Principled Deep Learning via Distributional Generalization
Comments First two authors contributed equally. To appear in NeurIPS 2022
期刊&会议
NeurIPS
Conference on Neural Information Processing Systems · 会议 · Machine Learning
Factored Adaptation for Non-Stationary Reinforcement Learning
Comments Accepted at the NeurIPS 2022
VideoMAE: Masked Autoencoders are Data-Efficient Learners for Self-Supervised Video Pre-Training
Comments NeurIPS 2022 camera-ready version
LobsDICE: Offline Learning from Observation via Stationary Distribution Correction Estimation
Comments 33 pages, Accepted at NeurIPS 2022
Make Some Noise: Reliable and Efficient Single-Step Adversarial Training
Comments Published in NeurIPS 2022
DOPE: Doubly Optimistic and Pessimistic Exploration for Safe Reinforcement Learning
Comments Accepted to NeurIPS 2022
Estimating the Arc Length of the Optimal ROC Curve and Lower Bounding the Maximal AUC
Comments Camera-ready for NeurIPS 2022
Marksman Backdoor: Backdoor Attacks with Arbitrary Target Class
Comments Accepted to NeurIPS 2022
Forward-Backward Latent State Inference for Hidden Continuous-Time semi-Markov Chains
Comments 10 content pages, 2 figures, to be published at NeurIPS 2022
S$^3$-NeRF: Neural Reflectance Field from Shading and Shadow under a Single Viewpoint
Comments NeurIPS 2022, Project page: https://ywq.github.io/s3nerf
Reducing Collision Checking for Sampling-Based Motion Planning Using Graph Neural Networks
Journal ref Advances in Neural Information Processing Systems (2021), 34, pp.4274-4289
You Only Live Once: Single-Life Reinforcement Learning
Comments 17 pages
Journal ref Neural Information Processing Systems (NeurIPS) 2022
On the convergence of policy gradient methods to Nash equilibria in general stochastic games
Comments 43 pages, 2 tables; to appear in the proceedings of NeurIPS 2022
Forecasting Human Trajectory from Scene History
Comments Accept in the Neural Information Processing Systems (NeurIPS) 2022
Learning to Sample and Aggregate: Few-shot Reasoning over Temporal Knowledge Graphs
Comments This paper is accepted by Neurips 2022
One Model to Edit Them All: Free-Form Text-Driven Image Manipulation with Semantic Modulations
Comments Accepted by NeurIPS 2022
Flare7K: A Phenomenological Nighttime Flare Removal Dataset
Comments Camera-ready version for NeurIPS 2022 Track Datasets and Benchmarks
Multi-objective Deep Data Generation with Correlated Property Control
Comments This paper has been accepted by NeurIPS 2022
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering
Comments Accepted to NeurIPS 2022. 22 pages, 17 figures, 9 tables. Project: https://scienceqa.github.io
DetCLIP: Dictionary-Enriched Visual-Concept Paralleled Pre-training for Open-world Detection
Comments Accepted to NeurIPS 2022
Generative Visual Prompt: Unifying Distributional Control of Pre-Trained Generative Models
Comments NeurIPS 2022
Gradient-Free Methods for Deterministic and Stochastic Nonsmooth Nonconvex Optimization
Comments Accepted by NeurIPS 2022; 32 pages, 18 figures; Fix a confusing part in the proof of Theorem 3.1: we use Bertsekas [1973, Proposition 2.3] rather than Bertsekas [1973, Proposition 2.4] here and do not assume the convexity of the function f
Autoinverse: Uncertainty Aware Inversion of Neural Networks
Comments Accepted to NeurIPS 2022
Domain Adaptation under Open Set Label Shift
Comments Accepted at NeurIPS 2022
Bessel Equivariant Networks for Inversion of Transmission Effects in Multi-Mode Optical Fibres
Comments NeurIPS 2022
The alignment property of SGD noise and how it helps select flat minima: A stability analysis
Comments Accepted at NeurIPS 2022
On Privacy and Personalization in Cross-Silo Federated Learning
Comments NeurIPS 2022, 37 pages
Model-based RL with Optimistic Posterior Sampling: Structural Conditions and Sample Complexity
Comments NeurIPS 2022 camera ready version
Receding Horizon Inverse Reinforcement Learning
Comments The paper is accepted by Conference on Neural Information Processing Systems (NeurIPS) 2022
SNAKE: Shape-aware Neural 3D Keypoint Field
Comments Accepted by NeurIPS 2022. Codes are available at https://github.com/zhongcl-thu/SNAKE
