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1.14k
Workshop/DGM4H
https://openreview.net/forum?id=kDbD2GkLfy
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
DySurv: Dynamic Deep Learning Model for Survival Prediction in the ICU
[ "Munib Mesinovic", "Peter Watkinson", "Tingting Zhu" ]
Workshop/DGM4H
https://openreview.net/forum?id=c4p3ng0SCt
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Uncovering the latent dynamics of whole-brain fMRI tasks with a sequential variational autoencoder
[ "Eloy Geenjaar", "Donghyun Kim", "Riyasat Ohib", "Marlena Duda", "Amrit Kashyap", "Sergey M. Plis", "Vince Calhoun" ]
Workshop/DGM4H
https://openreview.net/forum?id=XUgIZQvxg4
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Generative Multimodal Decoding: Reconstructing Images and Text from Human fMRI
[ "Matteo Ferrante", "Tommaso Boccato", "Furkan Ozcelik", "Rufin VanRullen", "Nicola Toschi" ]
Workshop/DGM4H
https://openreview.net/forum?id=VsJyA3dhLr
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Texture synthesis for realistic-looking virtual colonoscopy using mask-aware transformer
[ "Seunghyun Jang", "Yisak Kim", "Dongheon Lee", "Chang Min Park" ]
Workshop/DGM4H
https://openreview.net/forum?id=Uk6WMt9l9w
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
DDxT: Deep Generative Transformer Models for Differential Diagnosis
[ "Mohammad Mahmudul Alam", "Edward Raff", "Tim Oates", "Cynthia Matuszek" ]
Workshop/DGM4H
https://openreview.net/forum?id=Ujqjn2q9Gi
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Large Language Models with Retrieval-Augmented Generation for Zero-Shot Disease Phenotyping
[ "Will Thompson", "David Michael Vidmar", "Jessica Karina De Freitas", "Gabriel Altay", "Kabir Manghnani", "Andrew Nelsen", "Kellie Morland", "John Pfeifer", "Brandon Kenneth Fornwalt", "RuiJun Chen", "Martin Stumpe", "Riccardo Miotto" ]
Workshop/DGM4H
https://openreview.net/forum?id=UVF1AMBj9u
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
JoLT: Jointly Learned Representations of Language and Time-Series
[ "Yifu Cai", "Mononito Goswami", "Arjun Choudhry", "Arvind Srinivasan", "Artur Dubrawski" ]
Workshop/DGM4H
https://openreview.net/forum?id=TynSiNAVc8
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
A 3D Conditional Diffusion Model for Image Quality Transfer - An Application to Low-Field MRI
[ "Seunghoi Kim", "Daniel C. Alexander", "Ahmed Karam Eldaly", "Matteo Figini", "Henry F J Tregidgo" ]
Workshop/DGM4H
https://openreview.net/forum?id=ThnI0oEeVG
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
The Negative Impact of Denoising on Automated Classification of Electrocardiograms
[ "Federica Granese", "Ahmad Fall", "Alex Lence", "Joe-Elie Salem", "Jean-Daniel Zucker", "Edi Prifti" ]
Workshop/DGM4H
https://openreview.net/forum?id=SXw8DBKoRg
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Generating Personalized Insulin Treatments Strategies with Conditional Generative Time Series Models
[ "Manuel Schürch", "Xiang Li", "Ahmed Allam", "Giulia Hofer", "Amina Mollaysa", "Claudia Cavelti-Weder", "Michael Krauthammer" ]
Workshop/DGM4H
https://openreview.net/forum?id=RWNgcQuPzj
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
LC-SD: Realistic Endoscopic Image Generation with Limited Training Data
[ "Joanna Kaleta", "Diego Dall'alba", "Szymon Plotka", "Przemyslaw Korzeniowski" ]
Workshop/DGM4H
https://openreview.net/forum?id=RUxqqDRXu2
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
DiffRNAFold: Generating RNA Tertiary Structures with Latent Space Diffusion
[ "Mihir Bafna", "Vikranth Keerthipati", "Subhash Chandra Kanaparthi", "Ruochi Zhang" ]
Workshop/DGM4H
https://openreview.net/forum?id=QAruOR4nUa
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Effectively Fine-tune to Improve Large Multimodal Models for Radiology Report Generation
[ "Yuzhe Lu", "Sungmin Hong", "Yash Shah", "Panpan Xu" ]
Workshop/DGM4H
https://openreview.net/forum?id=Ntu8oGEV3S
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
ECG Inpainting with denoising diffusion prior
[ "Lisa Bedin", "Gabriel Cardoso", "Remi Dubois", "Eric Moulines" ]
Workshop/DGM4H
https://openreview.net/forum?id=MGfj4n1V5Y
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Investigating Causality Between Genotype And Clinical Phenotype In Neurological Disorders Using Structural Causal Model and Normalizing Flow
[ "Fanyang Yu", "Rongguang Wang", "Pratik Chaudhari", "Christos Davatzikos" ]
Workshop/DGM4H
https://openreview.net/forum?id=LK934TymQh
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Transferring Movement Understanding for Parkinson’s Therapy by Generative Pre-Training
[ "Emily Napier", "Gavia Gray", "Tristan Loria", "Veronica Vuong", "Michael Thaut", "Sageev Oore" ]
Workshop/DGM4H
https://openreview.net/forum?id=HzuNJ0Nqvf
bestpaper
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Protein Inpainting Co-Design with ProtFill
[ "Elizaveta Kozlova", "Arthur Valentin", "Daniel Nakhaee-Zadeh Gutierrez" ]
Workshop/DGM4H
https://openreview.net/forum?id=EJ7YNgWYFj
oral
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Prot2Text: Multimodal Protein’s Function Generation with GNNs and Transformers
[ "Hadi Abdine", "Michail Chatzianastasis", "Costas Bouyioukos", "Michalis Vazirgiannis" ]
Workshop/DGM4H
https://openreview.net/forum?id=Bfr0m4Ucl6
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Are we going MAD? Benchmarking Multi-Agent Debate between Language Models for Medical Q A
[ "Andries Petrus Smit", "Paul Duckworth", "Nathan Grinsztajn", "Kale-ab Tessera", "Thomas D Barrett", "Arnu Pretorius" ]
Workshop/DGM4H
https://openreview.net/forum?id=BfHX0hKRSe
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
JMedLoRA:Medical Domain Adaptation on Japanese Large Language Models using Instruction-tuning
[ "Issey Sukeda", "Masahiro Suzuki", "Hiroki Sakaji", "Satoshi Kodera" ]
Workshop/DGM4H
https://openreview.net/forum?id=AGQYCBdKA5
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Generative models for wearables data
[ "Arinbjörn Kolbeinsson", "Luca Foschini" ]
Workshop/DGM4H
https://openreview.net/forum?id=9cHt8szDMj
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Synthetic Data: Can We Trust Statistical Estimators?
[ "Alexander Decruyenaere", "Heidelinde Dehaene", "Paloma Rabaey", "Christiaan Polet", "Johan Decruyenaere", "Stijn Vansteelandt", "Thomas Demeester" ]
Workshop/DGM4H
https://openreview.net/forum?id=5jpUvL64Av
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
BuDDI: Bulk Deconvolution with Domain Invariance to predict cell-type-specific perturbations from bulk
[ "Natalie R Davidson", "Casey Greene" ]
Workshop/DGM4H
https://openreview.net/forum?id=3tu9EnRoWl
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Multi-V-Stain: Multiplexed Virtual Staining of Histopathology Whole-Slide Images
[ "Sonali Andani", "Boqi Chen", "Joanna Ficek-Pascual", "Simon Heinke", "Ruben Casanova", "Bettina Sobottka", "Bernd Bodenmiller", "Viktor Koelzer", "Gunnar Ratsch" ]
Workshop/DGM4H
https://openreview.net/forum?id=1cUu0a4T5I
oral
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Hierarchical Protein Representation for Interface Co-design with HICON
[ "Aous Khadhraoui", "Daniel Nakhaee-Zadeh Gutierrez", "Elizaveta Kozlova" ]
Workshop/DGM4H
https://openreview.net/forum?id=0aeDKGhlTo
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
MEDiC: Mitigating EEG Data Scarcity Via Class-Conditioned Diffusion Model
[ "Gulshan Sharma", "Abhinav Dhall", "Ramanathan Subramanian" ]
Workshop/TRL
https://openreview.net/forum?id=zWzgulKtvw
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Generating Data Augmentation Queries Using Large Language Models
[ "Christopher Buss", "Jasmin Mousavi", "Mikhail Tokarev", "Arash Termehchy", "David Maier", "Stefan Lee" ]
Workshop/TRL
https://openreview.net/forum?id=uzVCoZSfly
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
ReConTab: Regularized Contrastive Representation Learning for Tabular Data
[ "Suiyao Chen", "Jing Wu", "Naira Hovakimyan", "Handong Yao" ]
Workshop/TRL
https://openreview.net/forum?id=s0rM4hWBUq
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Augmentation for Context in Financial Numerical Reasoning over Textual and Tabular Data with Large-Scale Language Model
[ "Yechan Hwang", "Jinsu Lim", "Young-Jun Lee", "Ho-Jin Choi" ]
Workshop/TRL
https://openreview.net/forum?id=rSuRu22bbN
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
TabContrast: A Local-Global Level Method for Tabular Contrastive Learning
[ "Hao Liu", "Yixin Chen", "Bradley Fritz", "Christopher King" ]
Workshop/TRL
https://openreview.net/forum?id=pPAK4FIopM
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Explaining Explainers: Necessity and Sufficiency in Tabular Data
[ "Prithwijit Chowdhury", "Mohit Prabhushankar", "Ghassan AlRegib" ]
Workshop/TRL
https://openreview.net/forum?id=lWBMNF7D8F
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
GradTree: Learning Axis-Aligned Decision Trees with Gradient Descent
[ "Sascha Marton", "Stefan Lüdtke", "Christian Bartelt", "Heiner Stuckenschmidt" ]
Workshop/TRL
https://openreview.net/forum?id=kzR5Cj5blw
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
InterpreTabNet: Enhancing Interpretability of Tabular Data Using Deep Generative Models and Large Language Models
[ "Jacob Yoke Hong Si", "Michael Cooper", "Wendy Yusi Cheng", "Rahul Krishnan" ]
Workshop/TRL
https://openreview.net/forum?id=k5Mnd4pO7X
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
On Incorporating new Variables during Evaluation
[ "Harsimran Bhasin", "Soumyadeep Ghosh" ]
Workshop/TRL
https://openreview.net/forum?id=jSebr3OJA2
oral
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
GCondNet: A Novel Method for Improving Neural Networks on Small High-Dimensional Tabular Data
[ "Andrei Margeloiu", "Nikola Simidjievski", "Pietro Lio", "Mateja Jamnik" ]
Workshop/TRL
https://openreview.net/forum?id=ejfKPO9aw0
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Unnormalized Density Estimation with Root Sobolev Norm Regularization
[ "Mark Kozdoba", "Binyamin Perets", "Shie Mannor" ]
Workshop/TRL
https://openreview.net/forum?id=dkeZPuFmIz
oral
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Self-supervised Representation Learning from Random Data Projectors
[ "Yi Sui", "Tongzi Wu", "Jesse Cresswell", "Ga Wu", "George Stein", "Xiao Shi Huang", "Xiaochen Zhang", "Maksims Volkovs" ]
Workshop/TRL
https://openreview.net/forum?id=dQLDxIPsU4
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Tree-Regularized Tabular Embeddings
[ "Xuan Li", "Yun Wang", "Bo Li" ]
Workshop/TRL
https://openreview.net/forum?id=b4GEmjsHAB
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
A Deep Learning Blueprint for Relational Databases
[ "Lukáš Zahradník", "Jan Neumann", "Gustav Šír" ]
Workshop/TRL
https://openreview.net/forum?id=WXNmnmpRBJ
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Modeling string entries for tabular data prediction: do we need big large language models?
[ "Leo Grinsztajn", "Myung Jun Kim", "Edouard Oyallon", "Gael Varoquaux" ]
Workshop/TRL
https://openreview.net/forum?id=VRBhaU8IDz
oral
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
HyperFast: Instant Classification for Tabular Data
[ "David Bonet", "Daniel Mas Montserrat", "Xavier Giró-i-Nieto", "Alexander Ioannidis" ]
Workshop/TRL
https://openreview.net/forum?id=TSkiaPP1sq
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
NeuroDB: Efficient, Privacy-Preserving and Robust Query Answering with Neural Networks
[ "Sepanta Zeighami", "Cyrus Shahabi" ]
Workshop/TRL
https://openreview.net/forum?id=R8VFPAfOcN
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
A DB-First approach to query factual information in LLMs
[ "Mohammed Saeed", "Nicola De Cao", "Paolo Papotti" ]
Workshop/TRL
https://openreview.net/forum?id=PxEY7pBb6F
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
A Performance-Driven Benchmark for Feature Selection in Tabular Deep Learning
[ "Valeriia Cherepanova", "Roman Levin", "Gowthami Somepalli", "Jonas Geiping", "C. Bruss", "Andrew Wilson", "Tom Goldstein", "Micah Goldblum" ]
Workshop/TRL
https://openreview.net/forum?id=JIrTIMI5Yd
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Introducing the Observatory Library for End-to-End Table Embedding Inference
[ "Tianji Cong", "Zhenjie Sun", "Paul Groth", "H. Jagadish", "Madelon Hulsebos" ]
Workshop/TRL
https://openreview.net/forum?id=IbiiNw4oRj
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Scaling Experiments in Self-Supervised Cross-Table Representation Learning
[ "Maximilian Schambach", "Dominique Paul", "Johannes Otterbach" ]
Workshop/TRL
https://openreview.net/forum?id=HtdZSf1ObU
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Benchmarking Tabular Representation Models in Transfer Learning Settings
[ "Qixuan Jin", "Talip Ucar" ]
Workshop/TRL
https://openreview.net/forum?id=HK3MUPgFg4
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Fine-Tuning the Retrieval Mechanism for Tabular Deep Learning
[ "Felix den Breejen", "Sangmin Bae", "Stephen Cha", "Tae-Young Kim", "Seoung Hyun Koh", "Se-Young Yun" ]
Workshop/TRL
https://openreview.net/forum?id=H0gENXL7F2
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
In Defense of Zero Imputation for Tabular Deep Learning
[ "Mike Van Ness", "Madeleine Udell" ]
Workshop/TRL
https://openreview.net/forum?id=EocsZtcA7P
oral
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
IngesTables: Scalable and Efficient Training of LLM-Enabled Tabular Foundation Models
[ "Scott Yak", "Yihe Dong", "Javier Gonzalvo", "Sercan Arik" ]
Workshop/TRL
https://openreview.net/forum?id=6Kb3pE9nWQ
oral
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Pool-Search-Demonstrate: Improving Data-wrangling LLMs via better in-context examples
[ "Joon Suk Huh", "Changho Shin", "Elina Choi" ]
Workshop/TRL
https://openreview.net/forum?id=5sOZNkkKh3
oral
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
How to Prompt LLMs for Text-to-SQL: A Study in Zero-shot, Single-domain, and Cross-domain Settings
[ "Shuaichen Chang", "Eric Fosler-Lussier" ]
Workshop/TRL
https://openreview.net/forum?id=4MkkNsAEmO
oral
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
TabPFGen – Tabular Data Generation with TabPFN
[ "Junwei Ma", "Apoorv Dankar", "George Stein", "Guangwei Yu", "Anthony Caterini" ]
Workshop/TRL
https://openreview.net/forum?id=3gBqMkELhZ
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Multitask-Guided Self-Supervised Tabular Learning for Patient-Specific Survival Prediction
[ "You Wu", "Omid Bazgir", "Yongju Lee", "Tommaso Biancalani", "James Lu", "Ehsan Hajiramezanali" ]
Workshop/OTML
https://openreview.net/forum?id=yLps2oiTu7
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Network Regression with Wasserstein Distances
[ "Alexander Zalles", "Kai M. Hung", "Ann E. Finneran", "Lydia Beaudrot", "Cesar Uribe" ]
Workshop/OTML
https://openreview.net/forum?id=rW8um73AQj
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Entropic Gromov-Wasserstein Distances: Stability and Algorithms
[ "Gabriel Rioux", "Ziv Goldfeld", "Kengo Kato" ]
Workshop/OTML
https://openreview.net/forum?id=o8ZGNn9LpN
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
SpecTr++: Improved transport plans for speculative decoding of large language models
[ "Kwangjun Ahn", "Ahmad Beirami", "Ziteng Sun", "Ananda Theertha Suresh" ]
Workshop/OTML
https://openreview.net/forum?id=mCNl1EMAfH
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Semi-discrete Gromov-Wasserstein distances: Existence of Gromov-Monge Maps and Statistical Theory
[ "Gabriel Rioux", "Ziv Goldfeld", "Kengo Kato" ]
Workshop/OTML
https://openreview.net/forum?id=fwXj1c6faX
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Zero-shot Cross-task Preference Alignment for Offline RL via Optimal Transport
[ "Runze Liu", "Yali Du", "Fengshuo Bai", "Jiafei Lyu", "Xiu Li" ]
Workshop/OTML
https://openreview.net/forum?id=aJbyq2lmQc
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Outlier-Robust Wasserstein DRO
[ "Sloan Nietert", "Ziv Goldfeld", "Soroosh Shafieezadeh-Abadeh" ]
Workshop/OTML
https://openreview.net/forum?id=ZbioTIO6y6
oral
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Towards a Statistical Theory of Learning to Learn In-context with Transformers
[ "Youssef Mroueh" ]
Workshop/OTML
https://openreview.net/forum?id=XWKy9bjNOA
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Semidefinite Relaxations of the Gromov-Wasserstein Distance
[ "Junyu Chen", "Binh Nguyen", "Yong Sheng Soh" ]
Workshop/OTML
https://openreview.net/forum?id=ToLEG6EEaU
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
SyMOT-Flow: Learning optimal transport flow for two arbitrary distributions with maximum mean discrepancy
[ "Zhe Xiong", "Qiaoqiao Ding", "Xiaoqun Zhang" ]
Workshop/OTML
https://openreview.net/forum?id=RYPNAOWANk
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Duality and Sample Complexity for the Gromov-Wasserstein Distance
[ "Zhengxin Zhang", "Ziv Goldfeld", "Youssef Mroueh", "Bharath Sriperumbudur" ]
Workshop/OTML
https://openreview.net/forum?id=RXYURNZzfs
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
PTLP: Partial Transport L^p Distances
[ "Xinran Liu", "Yikun Bai", "Huy Tran", "Zhanqi Zhu", "Matthew Thorpe", "Soheil Kolouri" ]
Workshop/OTML
https://openreview.net/forum?id=PMGGrKTIii
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Causal Discovery via Monotone Triangular Transport Maps
[ "Sina Akbari", "Luca Ganassali", "Negar Kiyavash" ]
Workshop/OTML
https://openreview.net/forum?id=OyDMxFt35U
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Applications of Optimal Transport Distances in Unsupervised AutoML
[ "Prabhant Singh", "Joaquin Vanschoren" ]
Workshop/OTML
https://openreview.net/forum?id=Ne4WjToIb6
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Data-Conditional Diffusion Bridges
[ "Ella Tamir", "Martin Trapp", "Arno Solin" ]
Workshop/OTML
https://openreview.net/forum?id=MJ1qZBwHHI
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Characterizing Out-of-Distribution Error via Optimal Transport
[ "Yuzhe Lu", "Yilong Qin", "Runtian Zhai", "Andrew Shen", "Ketong Chen", "Zhenlin Wang", "Soheil Kolouri", "Simon Stepputtis", "Joseph Campbell", "Katia Sycara" ]
Workshop/OTML
https://openreview.net/forum?id=LXGhneskDs
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
A generative flow model for conditional sampling via optimal transport
[ "Jason Alfonso", "Ricardo Baptista", "Anupam Bhakta", "Noam Gal", "Alfin Hou", "Vasilisa Lyubimova", "Daniel Pocklington", "Josef Sajonz", "Giulio Trigila", "Ryan Tsai" ]
Workshop/OTML
https://openreview.net/forum?id=Bd4DTPzOGO
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
On Schrödinger Bridge Matching and Expectation Maximization
[ "Rob Brekelmans", "Kirill Neklyudov" ]
Workshop/OTML
https://openreview.net/forum?id=9xW9OgdJfs
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Unsupervised Learning Permutations for TSP using Gumbel-Sinkhorn Operator
[ "Yimeng Min", "Carla Gomes" ]
Workshop/OTML
https://openreview.net/forum?id=9P02CcVkGU
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Adaptive Algorithms for Continuous-Time Transport: Homotopy-Driven Sampling and a New Interacting Particle System
[ "Aimee Maurais", "Youssef Marzouk" ]
Workshop/OTML
https://openreview.net/forum?id=6Muz6c1wBc
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Fast and Accurate Cost-Scaling Algorithm for the Semi-Discrete Optimal Transport
[ "Pankaj Agarwal", "Sharath Raghvendra", "Pouyan Shirzadian", "Keegan Yao" ]
Workshop/OTML
https://openreview.net/forum?id=1Yi0XQviNO
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Fourier-Based Bounds for Wasserstein Distances and Their Implications in Computational Inversion
[ "Wanli Hong", "Vladimir A Kobzar", "Kui Ren" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=sPtEDSVD4K
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Beyond Parameter Averaging in Model Aggregation
[ "Pol G. Recasens", "Jordi Torres", "Josep Lluis Berral", "Søren Hauberg", "Pablo Moreno-Muñoz" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=s7hquGszME
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
DPZero: Dimension-Independent and Differentially Private Zeroth-Order Optimization
[ "Liang Zhang", "Kiran Koshy Thekumparampil", "Sewoong Oh", "Niao He" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=qwnOt7FFSD
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
An Empirical Evaluation of Federated Contextual Bandit Algorithms
[ "Alekh Agarwal", "Hugh McMahan", "Zheng Xu" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=qQ2qXFu05s
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Parameter Averaging Laws for Multitask Language Models
[ "Woojin Chung", "Hyowon Cho", "James Thorne", "Se-Young Yun" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=ozN92d7CHX
oral
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Federated Learning for Speech Recognition: Revisiting Current Trends Towards Large-Scale ASR
[ "Sheikh Shams Azam", "Martin Pelikan", "Vitaly Feldman", "Kunal Talwar", "Jan Silovsky", "Tatiana Likhomanenko" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=le0Emy9SqA
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Consensus Optimization at Representation: Improving Personalized Federated Learning via Data-Centric Regularization
[ "Heng Zhu", "Arya Mazumdar" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=ldN6QdyukS
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Augmenting Federated Learning with Pretrained Transformers
[ "Xuechen Zhang", "Mingchen Li", "Xiangyu Chang", "Jiasi Chen", "Amit Roy-Chowdhury", "Ananda Suresh", "Samet Oymak" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=lcElZPvMFp
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Exploring User-level Gradient Inversion with a Diffusion Prior
[ "Zhuohang Li", "Andrew Lowy", "Jing Liu", "Toshiaki Koike-Akino", "Bradley A. Malin", "Kieran Parsons", "Ye Wang" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=YqqWQP8POe
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
MARINA Meets Matrix Stepsizes: Variance Reduced Distributed Non-Convex Optimization
[ "Hanmin Li", "Avetik Karagulyan", "Peter Richtárik" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=XSfsvBoc8M
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Private and Personalized Histogram Estimation in a Federated Setting
[ "Amrith Setlur", "Vitaly Feldman", "Kunal Talwar" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=XJhL1XlefX
oral
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
FOCUS: Fairness via Agent-Awareness for Federated Learning on Heterogeneous Data
[ "Wenda Chu", "Chulin Xie", "Boxin Wang", "Linyi Li", "Lang Yin", "Arash Nourian", "Han Zhao", "Bo Li" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=WYLhRgBAFH
oral
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
FedSoL: Bridging Global Alignment and Local Generality in Federated Learning
[ "Gihun Lee", "Minchan Jeong", "SangMook Kim", "Jaehoon Oh", "Se-Young Yun" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=TaDiklyVps
oral
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Towards Building the FederatedGPT: Federated Instruction Tuning
[ "Jianyi Zhang", "Saeed Vahidian", "Martin Kuo", "Chunyuan Li", "Ruiyi Zhang", "Tong Yu", "Guoyin Wang", "Yiran Chen" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=SvJx4a75QZ
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
TAMUNA: Doubly Accelerated Federated Learning with Local Training, Compression, and Partial Participation
[ "Laurent Condat", "Ivan Agarský", "Grigory Malinovsky", "Peter Richtárik" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=PuYD0fh5aq
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
FedML-HE: An Efficient Homomorphic-Encryption-Based Privacy-Preserving Federated Learning System
[ "Weizhao Jin", "Yuhang Yao", "Shanshan Han", "Carlee Joe-Wong", "Srivatsan Ravi", "Salman Avestimehr", "Chaoyang He" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=PmahoyE89G
oral
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
LASER: Linear Compression in Wireless Distributed Optimization
[ "Ashok Vardhan Makkuva", "Marco Bondaschi", "Thijs Vogels", "Martin Jaggi", "Hyeji Kim", "Michael Gastpar" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=Pj6BPHZy56
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
MOFL/D: A Federated Multi-objective Learning Framework with Decomposition
[ "Maria Hartmann", "Grégoire Danoy", "Mohammed Alswaitti", "Pascal Bouvry" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=OoEIUohfcp
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Absolute Variation Distance: an Inversion Attack Evaluation Metric for Federated Learning
[ "Georgios Papadopoulos", "yash satsangi", "Shaltiel Eloul", "Marco Pistoia" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=LiSj1GRVhL
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Fed3R: Recursive Ridge Regression for Federated Learning with strong pre-trained models
[ "Eros Fanì", "Raffaello Camoriano", "Barbara Caputo", "Marco Ciccone" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=JmrHzzDiyI
oral
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
One-shot Empirical Privacy Estimation for Federated Learning
[ "Galen Andrew", "Peter Kairouz", "Sewoong Oh", "Alina Oprea", "Hugh McMahan", "Vinith Suriyakumar" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=HyRwexERAo
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Breaking Physical and Linguistic Borders: Multilingual Federated Prompt Tuning for Low-Resource Languages
[ "Wanru Zhao", "Yihong Chen", "Royson Lee", "Xinchi Qiu", "Yan Gao", "Hongxiang Fan", "Nicholas Donald Lane" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=HiPe4SjZMs
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Learning Optimizers for Local SGD
[ "Charles-Étienne Joseph", "Benjamin Thérien", "Abhinav Moudgil", "Boris Knyazev", "Eugene Belilovsky" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=FakNykU4PF
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
RealFM: A Realistic Mechanism to Incentivize Data Contribution and Device Participation
[ "Marco Bornstein", "Amrit Bedi", "Anit Kumar Sahu", "Furqan Khan", "Furong Huang" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=ESCL5T3EgV
poster
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
FDAPT: Federated Domain-adaptive Pre-training for Language Models
[ "Lekang Jiang", "Filip Svoboda", "Nicholas Donald Lane" ]
Workshop/Federated_Learning
https://openreview.net/forum?id=8zduZGpzZl
oral
NeurIPS2023
null
null
null
null
null
null
null
null
null
NaT
Text-driven Prompt Generation for Vision-Language Models in Federated Learning
[ "Chen Qiu", "Xingyu Li", "Chaithanya Kumar Mummadi", "Madan Ravi Ganesh", "Zhenzhen Li", "Lu Peng", "Wan-Yi Lin" ]