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NeurIPS

Conference on Neural Information Processing Systems · 会议 · Machine Learning

共收录 17336
2211.02178 2022-11-07 cs.CV cs.CL

Zero-shot Video Moment Retrieval With Off-the-Shelf Models

Anuj Diwan, Puyuan Peng, Raymond J. Mooney

Comments Accepted to the NeurIPS 2022 Workshop on Transfer Learning for NLP (TL4NLP). 12 pages, 5 figures

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2211.02100 2022-11-07 cs.LG cs.AI

Contrastive Value Learning: Implicit Models for Simple Offline RL

Bogdan Mazoure, Benjamin Eysenbach, Ofir Nachum, Jonathan Tompson

Comments Deep Reinforcement Learning Workshop, NeurIPS 2022

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2211.02098 2022-11-07 cs.CL cs.AI cs.LG

Overcoming Barriers to Skill Injection in Language Modeling: Case Study in Arithmetic

Mandar Sharma, Nikhil Muralidhar, Naren Ramakrishnan

Comments NeurIPS 2022: Math-AI Workshop

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2211.02091 2022-11-07 cs.LG cs.GT

Fairness in Federated Learning via Core-Stability

Bhaskar Ray Chaudhury, Linyi Li, Mintong Kang, Bo Li, Ruta Mehta

Comments NeurIPS 2022; code: https://openreview.net/attachment?id=lKULHf7oFDo&name=supplementary_material

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2211.02077 2022-11-07 cs.CV cs.AI cs.LG cs.MM

Scaling Multimodal Pre-Training via Cross-Modality Gradient Harmonization

Junru Wu, Yi Liang, Feng Han, Hassan Akbari, Zhangyang Wang, Cong Yu

Comments Accepted at NeurIPS 2022

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2210.10638 2022-11-07 cs.IR cs.AI cs.LG

Digital Human Interactive Recommendation Decision-Making Based on Reinforcement Learning

Xiong Junwu, Xiaoyun Feng, YunZhou Shi, James Zhang, Zhongzhou Zhao, Wei Zhou

Comments 9 pages, 1 figure, 1 table, the paper has been accepted and this is the final camera-ready for NeurIPS 2022 Workshop on Human in the Loop Learning, https://neurips-hill.github.io/

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2210.06464 2022-11-07 cs.LG cs.AI

Predictive Querying for Autoregressive Neural Sequence Models

Alex Boyd, Sam Showalter, Stephan Mandt, Padhraic Smyth

Comments Oral Presentation at the Intl. Conference on Neural Information Processing Systems (NeurIPS 2022)

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2209.02570 2022-11-07 cs.LG cs.CR math.ST stat.ML stat.TH

When Privacy Meets Partial Information: A Refined Analysis of Differentially Private Bandits

Achraf Azize, Debabrota Basu

Comments Appears in NeurIPS 2022. From v1, the minimax lower bound for linear bandits is changed to $O(\max(d \sqrt{T}, d/ε))$

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2207.06214 2022-11-07 cs.CV

Is one annotation enough? A data-centric image classification benchmark for noisy and ambiguous label estimation

Lars Schmarje, Vasco Grossmann, Claudius Zelenka, Sabine Dippel, Rainer Kiko, Mariusz Oszust, Matti Pastell, Jenny Stracke, Anna Valros, Nina Volkmann, Reinhard Koch

Comments Accepted at NeurIPS 2022, Benchmark and Dataset Track, Code and Link to data available at https://github.com/Emprime/dcic

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2206.03726 2022-11-07 cs.LG

Hub-Pathway: Transfer Learning from A Hub of Pre-trained Models

Yang Shu, Zhangjie Cao, Ziyang Zhang, Jianmin Wang, Mingsheng Long

Comments Accepted by NeurIPS 2022

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2206.00272 2022-11-07 cs.CV

Vision GNN: An Image is Worth Graph of Nodes

Kai Han, Yunhe Wang, Jianyuan Guo, Yehui Tang, Enhua Wu

Comments NeurIPS 2022

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2103.01955 2022-11-07 cs.LG cs.AI cs.MA

The Surprising Effectiveness of PPO in Cooperative, Multi-Agent Games

Chao Yu, Akash Velu, Eugene Vinitsky, Jiaxuan Gao, Yu Wang, Alexandre Bayen, Yi Wu

Comments This paper has been accepted by NeurIPS 2022 Datasets and Benchmarks

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2102.11327 2022-11-07 cs.LG cs.AI

Uncertainty Estimation Using Riemannian Model Dynamics for Offline Reinforcement Learning

Guy Tennenholtz, Shie Mannor

Journal ref Neurips 2022

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2209.07370 2022-11-04 stat.ML cs.LG

A Geometric Perspective on Variational Autoencoders

Clément Chadebec, Stéphanie Allassonnière

Comments Accepted to NeurIPS 2022

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2110.14074 2022-11-04 cs.LG cs.AI

Fault-Tolerant Federated Reinforcement Learning with Theoretical Guarantee

Flint Xiaofeng Fan, Yining Ma, Zhongxiang Dai, Wei Jing, Cheston Tan, Bryan Kian Hsiang Low

Comments Published at NeurIPS 2021. Extended version with proofs and additional experimental details and results. New version changes: reduced file size of figures; added a diagram illustrating the problem setting; added link to code on GitHub; modified proof for Theorem 6 (highlighted in red)

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2211.01851 2022-11-04 math.OC cs.LG

Adaptive Stochastic Variance Reduction for Non-convex Finite-Sum Minimization

Ali Kavis, Stratis Skoulakis, Kimon Antonakopoulos, Leello Tadesse Dadi, Volkan Cevher

Comments 23 pages, 2 figures, accepted at NeurIPS 2022

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2211.01642 2022-11-04 cs.CL cs.AI

Fine-Tuning Pre-Trained Language Models Effectively by Optimizing Subnetworks Adaptively

Haojie Zhang, Ge Li, Jia Li, Zhongjin Zhang, Yuqi Zhu, Zhi Jin

Comments NeurIPS 2022

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2211.01629 2022-11-04 cs.CV cs.LG

Image-based Early Detection System for Wildfires

Omkar Ranadive, Jisu Kim, Serin Lee, Youngseo Cha, Heechan Park, Minkook Cho, Young K. Hwang

Comments Published in Tackling Climate Change with Machine Learning workshop, Thirty-sixth Conference on Neural Information Processing Systems (NeurIPS 2022)

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2211.01554 2022-11-04 cs.LG cs.NA math.NA

Embed and Emulate: Learning to estimate parameters of dynamical systems with uncertainty quantification

Ruoxi Jiang, Rebecca Willett

Comments Accepted at NeurIPS 2022

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2211.01498 2022-11-04 cs.LG stat.ML

On the Safety of Interpretable Machine Learning: A Maximum Deviation Approach

Dennis Wei, Rahul Nair, Amit Dhurandhar, Kush R. Varshney, Elizabeth M. Daly, Moninder Singh

Comments Published at NeurIPS 2022

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2211.01472 2022-11-04 eess.IV cs.CV cs.LG

The Need for Medically Aware Video Compression in Gastroenterology

Joel Shor, Nick Johnston

Comments Medical Imaging Meets NeurIPS Workshop 2022, NeurIPS 2022

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2211.01471 2022-11-04 cs.LG cs.AI

Dual Generator Offline Reinforcement Learning

Quan Vuong, Aviral Kumar, Sergey Levine, Yevgen Chebotar

Comments NeurIPS 2022

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2211.01455 2022-11-04 cs.LG

PI is back! Switching Acquisition Functions in Bayesian Optimization

Carolin Benjamins, Elena Raponi, Anja Jankovic, Koen van der Blom, Maria Laura Santoni, Marius Lindauer, Carola Doerr

Comments 2022 NeurIPS Workshop on Gaussian Processes, Spatiotemporal Modeling, and Decision-making Systems

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2210.11277 2022-11-04 cs.CV cs.AI

TANGO: Text-driven Photorealistic and Robust 3D Stylization via Lighting Decomposition

Yongwei Chen, Rui Chen, Jiabao Lei, Yabin Zhang, Kui Jia

Comments Accepted by NeurIPS 2022

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2210.09521 2022-11-04 cs.LG

A Practical, Progressively-Expressive GNN

Lingxiao Zhao, Louis Härtel, Neil Shah, Leman Akoglu

Comments NeurIPS 2022

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2210.07729 2022-11-04 cs.CV cs.AI cs.RO

Model-Based Imitation Learning for Urban Driving

Anthony Hu, Gianluca Corrado, Nicolas Griffiths, Zak Murez, Corina Gurau, Hudson Yeo, Alex Kendall, Roberto Cipolla, Jamie Shotton

Comments NeurIPS 2022

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2210.01123 2022-11-04 q-bio.QM cs.CV cs.LG cs.NA math.NA

Towards Learned Simulators for Cell Migration

Koen Minartz, Yoeri Poels, Vlado Menkovski

Comments Accepted at NeurIPS 2022 AI for Science workshop

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2209.09775 2022-11-04 cs.LG cs.DC cs.GT cs.NI

FedToken: Tokenized Incentives for Data Contribution in Federated Learning

Shashi Raj Pandey, Lam Duc Nguyen, Petar Popovski

Comments Accepted at Workshop on Federated Learning: Recent Advances and New Challenges, in Conjunction with NeurIPS 2022 (FL-NeurIPS'22). 9 Pages, 5 Figures

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2207.01780 2022-11-04 cs.LG cs.CL cs.PL

CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning

Hung Le, Yue Wang, Akhilesh Deepak Gotmare, Silvio Savarese, Steven C. H. Hoi

Comments An earlier version of the work was accepted to NeurIPS 2022

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2206.14928 2022-11-04 cs.LG

Manifold Interpolating Optimal-Transport Flows for Trajectory Inference

Guillaume Huguet, D. S. Magruder, Alexander Tong, Oluwadamilola Fasina, Manik Kuchroo, Guy Wolf, Smita Krishnaswamy

Comments Presented at NeurIPS 2022, 24 pages, 7 tables, 14 figures

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