Tempo: Accelerating Transformer-Based Model Training through Memory Footprint Reduction
Comments Accepted to NeurIPS 2022. Fixed some minor typos and added some small clarifications
期刊&会议
NeurIPS
Conference on Neural Information Processing Systems · 会议 · Machine Learning
Online PAC-Bayes Learning
Comments 21 pages
Journal ref 36th Conference on Neural Information Processing Systems (NeurIPS 2022)
VaiPhy: a Variational Inference Based Algorithm for Phylogeny
Comments NeurIPS-22 conference paper
Self-driving Multimodal Studies at User Facilities
Comments 36th Conference on Neural Information Processing Systems (NeurIPS 2022). AI4Mat Workshop
Analyzing Data-Centric Properties for Graph Contrastive Learning
Comments Accepted to NeurIPS 2022
On A Mallows-type Model For (Ranked) Choices
Comments Accepted by the Thirty-Sixth Annual Conference on Neural Information Processing Systems (NeurIPS 2022)
Learning in Congestion Games with Bandit Feedback
Comments 34 pages, Thirty-sixth Conference on Neural Information Processing Systems (NeurIPS 2022)
Near-Optimal Regret for Adversarial MDP with Delayed Bandit Feedback
Comments NeurIPS 2022
Strategic Behavior is Bliss: Iterative Voting Improves Social Welfare
Comments 21 pages, 5 figures, in NeurIPS 2021
Towards Openness Beyond Open Access: User Journeys through 3 Open AI Collaboratives
Comments Presented at the 2022 NeurIPS Workshop on Broadening Research Collaborations in ML
Function Classes for Identifiable Nonlinear Independent Component Analysis
Comments 43 pages
Journal ref NeurIPS 2022
NAS-Bench-360: Benchmarking Neural Architecture Search on Diverse Tasks
Comments NeurIPS 2022 Datasets and Benchmarks Track
Improving Dialogue Breakdown Detection with Semi-Supervised Learning
Comments 6 pages, 1 figure, accepted at the NeurIPS Workshop on Human in the Loop Dialogue Systems
Interpretability Study on Deep Learning for Jet Physics at the Large Hadron Collider
Comments Version for Machine Learning and the Physical Sciences workshop (NeurIPS 2019)
A Multi-Resolution Framework for U-Nets with Applications to Hierarchical VAEs
Comments NeurIPS 2022 (selected as oral)
Convergence beyond the over-parameterized regime using Rayleigh quotients
Comments Published at the 36th conference on Neural Information Processing Systems (NeurIPS 2022)
Geometric path augmentation for inference of sparsely observed stochastic nonlinear systems
Comments 12+9 pages; 3 figures; Presented at NeurIPS 2022 - Machine Learning and the Physical Sciences workshop; parts of text are reproduced from author's Ph.D. thesis
Learning Generalizable Models for Vehicle Routing Problems via Knowledge Distillation
Comments Accepted at NeurIPS 2022
A Causal Analysis of Harm
Comments Accepted at NeurIPS 2022
On Measuring Excess Capacity in Neural Networks
Comments Updated to Neurips 2022 camera-ready version
OnePose++: Keypoint-Free One-Shot Object Pose Estimation without CAD Models
Comments Accepted to NeurIPS 2022
On Using Deep Learning Proxies as Forward Models in Deep Learning Problems
Comments Accepted at Neurips 2022 ML4PS workshop
Concrete Score Matching: Generalized Score Matching for Discrete Data
Comments NeurIPS 2022. First two authors contributed equally
Teacher Forcing Recovers Reward Functions for Text Generation
Comments Accepted at NeurIPS 2022
Evaluating Out-of-Distribution Performance on Document Image Classifiers
Comments NeurIPS D&B 2022
Theseus: A Library for Differentiable Nonlinear Optimization
Comments Advances in Neural Information Processing Systems (NeurIPS), 2022
The Role of Baselines in Policy Gradient Optimization
Comments 55 pages; published at NeurIPS 2022
Calibrated Data-Dependent Constraints with Exact Satisfaction Guarantees
Comments In Proceedings of the 36th Conference on Neural Information Processing Systems (NeurIPS) 2022
Wild-Time: A Benchmark of in-the-Wild Distribution Shift over Time
Comments Accepted by NeurIPS 2022 Track on Datasets and Benchmarks; v2: fixed some issues in FMoW and change the name from "FMoW" to "FMoW-Time"
Black-box Coreset Variational Inference
Comments NeurIPS 2022
