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Workshop/DistShift
https://openreview.net/forum?id=Zz7eZoR1VN
poster
Are all classes created equal? Domain Generalization for Domain-Linked Classes
[ "Kimathi Kaai", "Saad Hossain", "Sirisha Rambhatla" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=ZZNzQ810dK
poster
2309.16748
Discovering environments with XRM
[ "Mohammad Pezeshki", "Diane Bouchacourt", "Mark Ibrahim", "Nicolas Ballas", "Pascal Vincent", "David Lopez-Paz" ]
[ "https://github.com/facebookresearch/XRM" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=ZKtZ7KQ6G5
poster
2309.17425
Data Filtering Networks
[ "Alex Fang", "Albin Madappally Jose", "Amit Jain", "Ludwig Schmidt", "Alexander T Toshev", "Vaishaal Shankar" ]
https://huggingface.co/papers/2309.17425
[ "" ]
[]
[ "apple/DFN5B-CLIP-ViT-H-14-378", "apple/DFN5B-CLIP-ViT-H-14", "apple/DFN2B-CLIP-ViT-L-14", "apple/DFN2B-CLIP-ViT-B-16", "apple/MobileCLIP-S1-OpenCLIP", "apple/MobileCLIP-B-LT-OpenCLIP", "apple/MobileCLIP-B-LT", "apple/MobileCLIP-S2-OpenCLIP", "apple/mobileclip_s0_timm", "apple/mobileclip_b_lt_timm", "apple/MobileCLIP-S0", "apple/MobileCLIP-S1", "apple/MobileCLIP-S2", "Citaman/VeCLIP", "apple/mobileclip_s2_timm", "apple/mobileclip_b_timm", "apple/mobileclip_s1_timm", "apple/MobileCLIP-B", "apple/MobileCLIP-B-OpenCLIP", "TingfengLuo/apple444", "apple/DFN2B-CLIP-ViT-L-14-39B", "apple/DFN-public" ]
[ "apf1/datafilteringnetworks_2b" ]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=Z05m9cRpRa
poster
2310.17567
Skill-Mix: A Flexible and Expandable Family of Evaluations for AI Models
[ "Dingli Yu", "Simran Kaur", "Arushi Gupta", "Jonah Brown-Cohen", "Anirudh Goyal", "Sanjeev Arora" ]
https://huggingface.co/papers/2310.17567
[ "" ]
[ "dingliyu/skillmix" ]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=YV3MJo1uRa
poster
Pseudo-Calibration: Improving Predictive Uncertainty Estimation in Domain Adaptation
[ "Dapeng Hu", "Jian Liang", "Xinchao Wang", "Chuan-Sheng Foo" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=XQ1cGxdB3o
poster
2403.00194
Ask Your Distribution Shift if Pre-Training is Right for You
[ "Benjamin Cohen-Wang", "Joshua Vendrow", "Aleksander Madry" ]
[ "https://github.com/madrylab/pretraining-distribution-shift-robustness" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=VGS4RCX3OY
poster
2311.15961
Maximum Likelihood Estimation is All You Need for Well-Specified Covariate Shift
[ "Jiawei Ge", "Shange Tang", "Jianqing Fan", "Cong Ma", "Chi Jin" ]
https://huggingface.co/papers/2311.15961
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=SfRa1zGxCg
poster
Simplifying and Stabilizing Model Selection in Unsupervised Domain Adaptation
[ "Dapeng Hu", "Mi Luo", "Jian Liang", "Chuan-Sheng Foo" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=SAu298HU2I
poster
2310.10971
Context-Aware Meta-Learning
[ "Christopher Fifty", "Dennis Duan", "Ronald Guenther Junkins", "Ehsan Amid", "Jure Leskovec", "Christopher Re", "Sebastian Thrun" ]
https://huggingface.co/papers/2310.10971
[ "https://github.com/cfifty/CAML" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=S9h0eLl71q
poster
2311.01723
Towards Calibrated Robust Fine-Tuning of Vision-Language Models
[ "Changdae Oh", "Mijoo Kim", "Hyesu Lim", "Junhyeok Park", "Euiseog Jeong", "Zhi-Qi Cheng", "Kyungwoo Song" ]
[ "https://github.com/MLAI-Yonsei/CaRot" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=QomMx4zOEI
poster
Transfer Learning, Reinforcement Learning for Adaptive Control Optimization under Distribution Shift
[ "Pankaj Rajak", "Wojciech Kowalinski", "Fei Wang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=PSjFGJpyZI
poster
2309.09888
Context is Environment
[ "Sharut Gupta", "David Lopez-Paz", "Stefanie Jegelka", "Kartik Ahuja" ]
https://huggingface.co/papers/2309.09888
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=Og4BHvCA8h
oral
Does CLIP’s generalization performance mainly stem from high train-test similarity?
[ "Prasanna Mayilvahanan", "Thaddäus Wiedemer", "Evgenia Rusak", "Matthias Bethge", "Wieland Brendel" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=NbaYFHLTd8
poster
HePCo: Data-Free Heterogeneous Prompt Consolidation for Continual Federated Learning
[ "Shaunak Halbe", "James Seale Smith", "Junjiao Tian", "Zsolt Kira" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=KfgxnxTvp3
poster
A Nearest Neighbor-Based Concept Drift Detection Strategy for Reliable Condition Monitoring
[ "Nicolas Jourdan" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=KWvKwgIxnD
poster
Improving Domain Generalization in Contrastive Learning using Domain-Aware Temperature Control
[ "Robert A Lewis", "Katie Matton", "Rosalind Picard", "John Guttag" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=IITCBnEYiV
poster
Stochastic linear dynamics in parameters to deal with Neural Networks plasticity loss
[ "Alexandre Galashov", "Michalis Titsias", "Razvan Pascanu", "Yee Whye Teh", "Maneesh Sahani" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=HpY9tkX3Ui
poster
Can Transformers In-Context Learn Task Mixtures?
[ "Nilesh Tripuraneni", "Lyric Doshi", "Steve Yadlowsky" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=HSBV4cCheG
poster
2311.09661
Evolving Domain Adaptation of Pretrained Language Models for Text Classification
[ "Yun-Shiuan Chuang", "Rheeya Uppaal", "Yi Wu", "Luhang Sun", "Makesh Narsimhan Sreedhar", "Sijia Yang", "Timothy T. Rogers", "Junjie Hu" ]
https://huggingface.co/papers/2311.09661
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=HDE2jw5np7
poster
2310.06622
Robustness May be More Brittle than We Think under Different Degrees of Distribution Shifts
[ "Kaican Li", "Yifan Zhang", "Lanqing HONG", "Zhenguo Li", "Nevin L. Zhang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=FiqXqKR26c
poster
On selective classification under distribution shift
[ "Luís Felipe Prates Cattelan", "Danilo Silva" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=Fd00jISBD0
poster
Understanding subgroup performance differences of fair predictors using causal models
[ "Stephen Robert Pfohl", "Natalie Harris", "Chirag Nagpal", "David Madras", "Vishwali Mhasawade", "Olawale Elijah Salaudeen", "Katherine A Heller", "Sanmi Koyejo", "Alexander Nicholas D'Amour" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=EOPSlQGl2f
poster
2310.08381
AutoVP: An Automated Visual Prompting Framework and Benchmark
[ "Hsi-Ai Tsao", "Lei Hsiung", "Pin-Yu Chen", "Sijia Liu", "Tsung-Yi Ho" ]
https://huggingface.co/papers/2310.08381
[ "https://github.com/IBM/AutoVP" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=DwEENEkkLi
poster
2312.08033
Beyond Top-Class Agreement: Using Divergences to Forecast Performance under Distribution Shift
[ "Mona Schirmer", "Dan Zhang", "Eric Nalisnick" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=DbsCOyoPRl
poster
2311.17601
Continual Learning with Low Rank Adaptation
[ "Martin Wistuba", "Prabhu Teja S", "Lukas Balles", "Giovanni Zappella" ]
https://huggingface.co/papers/2311.17601
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=DSone8L3Me
poster
2306.14306
Adaptive Sharpness-Aware Pruning for Robust Sparse Networks
[ "Anna Bair", "Hongxu Yin", "Maying Shen", "Pavlo Molchanov", "Jose M. Alvarez" ]
https://huggingface.co/papers/2306.14306
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=D67r01BYYP
poster
Bilevel Optimization to Learn Training Distributions for Language Modeling under Domain Shift
[ "David Grangier", "Pierre Ablin", "Awni Hannun" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=CDBNgMEE6t
poster
2311.05054
Geometry-Calibrated DRO: Combating Over-Pessimism with Free Energy Implications
[ "Jiashuo Liu", "Jiayun Wu", "Tianyu Wang", "Hao Zou", "Peng Cui" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=BTOBu7y2ZD
poster
Channel Selection for Test-Time Adaptation Under Distribution Shift
[ "Pedro Vianna", "Muawiz Sajjad Chaudhary", "An Tang", "Guy Cloutier", "Guy Wolf", "Michael Eickenberg", "Eugene Belilovsky" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=Agekm5fdW3
poster
Better than Balancing: Debiasing through Data Attribution
[ "Saachi Jain", "Kimia Hamidieh", "Kristian Georgiev", "Marzyeh Ghassemi", "Aleksander Madry" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=9TVx8T0U1h
poster
2312.05435
Enhancing Robustness of Foundation Model Representations under Provenance-related Distribution Shifts
[ "Xiruo Ding", "Zhecheng Sheng", "Brian Hur", "Feng Chen", "Serguei V. S. Pakhomov", "Trevor Cohen" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=8fKaSNB0nX
poster
Towards Global, General-Purpose Pretrained Geographic Location Encoders
[ "Konstantin Klemmer", "Esther Rolf", "Caleb Robinson", "Lester Mackey", "Marc Rußwurm" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=7yVBYSPI8Z
poster
HyperNetwork Approximating Future Parameters for Time Series Forecasting under Temporal Drifts
[ "Jaehoon Lee", "Chan Kim", "Gyumin Lee", "Haksoo Lim", "Jeongwhan Choi", "Kookjin Lee", "Dongeun Lee", "Sanghyun Hong", "Noseong Park" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=7CUutNeDDg
poster
LCA-on-the-Line: Benchmarking Out of Distribution Generalization with Class Taxonomies
[ "Jia Shi", "Gautam Rajendrakumar Gare", "Jinjin Tian", "Siqi Chai", "Zhiqiu Lin", "Arun Balajee Vasudevan", "Di Feng", "Francesco Ferroni", "Shu Kong", "Deva Ramanan" ]
[ "https://github.com/elvishelvis/lca-on-the-line" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=75A7QJgNey
poster
Towards General-Purpose In-Context Learning Agents
[ "Louis Kirsch", "James Harrison", "C. Daniel Freeman", "Jascha Sohl-Dickstein", "Jürgen Schmidhuber" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=6dNxE7ikrw
poster
2303.08117
Do Transformers Parse while Predicting the Masked Word?
[ "Haoyu Zhao", "Abhishek Panigrahi", "Rong Ge", "Sanjeev Arora" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=6RiV6z7KjH
oral
2312.03878
Domain constraints improve risk prediction when outcome data is missing
[ "Sidhika Balachandar", "Nikhil Garg", "Emma Pierson" ]
https://huggingface.co/papers/2312.03878
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=5ck1WQ4yW4
poster
Retrieval-based Language Models Using a Multi-domain Datastore
[ "Rulin Shao", "Sewon Min", "Luke Zettlemoyer", "Pang Wei Koh" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=5LR6Ant2Sd
oral
2310.16226
TiC-CLIP: Continual Training of CLIP Models
[ "Saurabh Garg", "Mehrdad Farajtabar", "Hadi Pouransari", "Raviteja Vemulapalli", "Sachin Mehta", "Oncel Tuzel", "Vaishaal Shankar", "Fartash Faghri" ]
https://huggingface.co/papers/2310.16226
[ "https://github.com/apple/ml-tic-clip" ]
[]
[ "apple/TiC-CLIP-bestpool-cumulative", "apple/TiC-CLIP-basic-cumulative", "apple/TiC-CLIP-basic-oracle", "apple/TiC-CLIP-bestpool-sequential", "apple/TiC-CLIP-basic-sequential", "apple/TiC-CLIP-bestpool-oracle" ]
[ "apple/TiC-DataComp" ]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=562Bx0qZT5
poster
Continually Adapting Optimizers Improve Meta-Generalization
[ "Wenyi Wang", "Louis Kirsch", "Francesco Faccio", "Mingchen Zhuge", "Jürgen Schmidhuber" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=4tt5vJshAg
poster
2402.03325
Connect Later: Improving Fine-tuning for Robustness with Targeted Augmentations
[ "Helen Qu", "Sang Michael Xie" ]
[ "https://github.com/helenqu/connect-later" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=36yDnEOgKn
poster
Confidence-Based Model Selection: When to Take Shortcuts in Spurious Settings
[ "Annie S Chen", "Yoonho Lee", "Amrith Setlur", "Sergey Levine", "Chelsea Finn" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=2aXFFOp4nX
poster
2211.00635
Two-stage LLM Fine-tuning with Less Specialization and More Generalization
[ "Yihan Wang", "Si Si", "Daliang Li", "Michal Lukasik", "Felix Yu", "Cho-Jui Hsieh", "Inderjit S Dhillon", "Sanjiv Kumar" ]
https://huggingface.co/papers/2211.00635
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=22WdsLtGot
poster
2311.13374
An Empirical Study of Uncertainty Estimation Techniques for Detecting Drift in Data Streams
[ "Anton Winter", "Nicolas Jourdan", "Tristan Wirth", "Volker Knauthe", "Arjan Kuijper" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DistShift
https://openreview.net/forum?id=0Xemsc4Nlp
poster
2210.06759
Outlier-Robust Group Inference via Gradient Space Clustering
[ "Yuchen Zeng", "Kristjan Greenewald", "Luann Jung", "Kangwook Lee", "Justin Solomon", "Mikhail Yurochkin" ]
[ "https://github.com/yzeng58/private_demographics" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=zu80h9YryU
poster
Physics-Informed Transformer Networks
[ "Fabricio Dos Santos", "Tara Akhound-Sadegh", "Siamak Ravanbakhsh" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=x2Mscu1b7H
poster
Generalized One-Shot Transfer Learning of Linear Ordinary and Partial Differential Equations
[ "Hari Raval", "Pavlos Protopapas" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=wErWEsPY8g
poster
Towards Optimal Network Depths: Control-Inspired Acceleration of Training and Inference in Neural ODEs
[ "Keyan Miao", "Konstantinos Gatsis" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=wBFkDlxOPw
poster
2403.00178
Causal Graph ODE: Continuous Treatment Effect Modeling in Multi-agent Dynamical Systems
[ "Zijie Huang", "Jeehyun Hwang", "Junkai Zhang", "Jinwoo Baik", "Weitong Zhang", "Dominik Wodarz", "Yizhou Sun", "Quanquan Gu", "Wei Wang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=vovIKF6skz
poster
Data-Driven Neural-ODE Modeling for Breast Cancer Tumor Dynamics and Progression-Free Survival Predictions
[ "Jinlin Xiang", "Bozhao Qi", "Marc Cerou", "Wei Zhao", "Qi Tang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=vNH92x7KXU
poster
Orthogonal Polynomials Quadrature Algorithm: a functional analytic approach to inverse problems in deep learning
[ "Lilian Wong" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=us4qvNWeGB
poster
Advancing Graph Neural Networks Through Joint Time-Space Dynamics
[ "Qiyu Kang", "Yanan Zhao", "Kai Zhao", "Xuhao Li", "Qinxu Ding", "Wee Peng Tay", "Sijie Wang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=sa7WBZgjrX
poster
Two-Step Bayesian PINNs for Uncertainty Estimation
[ "Pablo Flores", "Olga Graf", "Pavlos Protopapas", "Karim Pichara" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=rnhkE2vb4r
poster
ODESolvers are also Wayfinders: Neural ODEs for Multi-Agent Pathplanning
[ "Progyan Das", "Dwip Dalal", "Anirban Dasgupta" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=qd7q9lB5hY
poster
Physics-Informed Neural Operators with Exact Differentiation on Arbitrary Geometries
[ "Colin White", "Julius Berner", "Jean Kossaifi", "Mogab Elleithy", "David Pitt", "Daniel Leibovici", "Zongyi Li", "Kamyar Azizzadenesheli", "Anima Anandkumar" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=nl1ZzdHpab
poster
PINNs-Torch: Enhancing Speed and Usability of Physics-Informed Neural Networks with PyTorch
[ "Reza Akbarian Bafghi", "Maziar Raissi" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=mcIbqPMKCU
poster
2311.14931
One-Shot Transfer Learning for Nonlinear ODEs
[ "Wanzhou Lei", "Pavlos Protopapas", "Joy Parikh" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=kZmxbQ0l3l
poster
Deep PDE Solvers for Subgrid Modelling and Out-of-Distribution Generalization
[ "Patrick Chatain", "Adam M Oberman" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=ihbEbWpaaF
poster
2311.05964
Multiscale Neural Operators for Solving Time-Independent PDEs
[ "Winfried Ripken", "Lisa Coiffard", "Felix Pieper", "Sebastian Dziadzio" ]
[ "https://github.com/merantix-momentum/multiscale-pde-operators" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=hiPJp5PhaX
poster
2306.14020
Individualized Dosing Dynamics via Neural Eigen Decomposition
[ "Stav Belogolovsky", "Ido Greenberg", "Danny Eytan", "Shie Mannor" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=fUrEuIiF9B
poster
2306.01674
Neural Differential Recurrent Neural Network with Adaptive Time Steps
[ "Yixuan Tan", "Liyan Xie", "Xiuyuan Cheng" ]
[ "https://github.com/yixuan-tan/rnn_ode_adap" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=eu0Bhwg8hy
poster
Evaluating Uncertainty Quantification approaches for Neural PDEs in scientific application
[ "Vardhan Dongre", "Gurpreet Singh Hora" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=eOODNEuD7D
poster
Multimodal base distributions for continuous-time normalising flows
[ "Shane Josias", "Willie Brink" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=eGH9uUqD9P
poster
ELeGANt: An Euler-Lagrange Analysis of Wasserstein Generative Adversarial Networks
[ "Siddarth Asokan", "Chandra Sekhar Seelamantula" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=RFFTb7DIqi
poster
2307.05735
Effective Latent Differential Equation Models via Attention and Multiple Shooting
[ "Germán Abrevaya", "Mahta Ramezanian-Panahi", "Jean-Christophe Gagnon-Audet", "Pablo Polosecki", "Irina Rish", "Silvina Ponce Dawson", "Guillermo Cecchi", "Guillaume Dumas" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=Lhm15nDeGH
poster
2311.13885
Can Physics informed Neural Operators Self Improve?
[ "Ritam Majumdar", "Amey Varhade", "Shirish Karande", "Lovekesh Vig" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=IUowDkxcci
poster
Vertical AI-driven Scientific Discovery
[ "Yexiang Xue" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=I95YA5Vyjd
poster
2306.02731
Enhanced Distribution Modelling via Augmented Architectures For Neural ODE Flows
[ "Etrit Haxholli", "Marco Lorenzi" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=FsJ2FdQ19C
poster
Does In-Context Operator Learning Generalize to Domain-Shifted Settings?
[ "Jerry Weihong Liu", "N. Benjamin Erichson", "Kush Bhatia", "Michael W. Mahoney", "Christopher Re" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=9hcsB4oYxG
poster
Adaptive Resolution Residual Networks
[ "Léa Demeule", "Mahtab Sandhu", "Glen Berseth" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=8AYetbupoZ
poster
2310.06427
TANGO: Time-reversal Latent GraphODE for Multi-Agent Dynamical Systems
[ "Zijie Huang", "Wanjia Zhao", "Jingdong Gao", "Ziniu Hu", "Xiao Luo", "Yadi Cao", "Yuanzhou Chen", "Yizhou Sun", "Wei Wang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=6sJqg7xwio
poster
On the Generalization of Deep Neural Networks for Optimal Sensor Placement in Global Ocean Forecasting
[ "Alexander Lobashev", "Nikita Turko", "Konstantin Ushakov", "Maxim Kaurkin", "Rashit Ibrayev" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=3FBY4NdDVU
poster
A Holistic Vision: Modeling Patient Trajectories in Longitudinal Medical Imaging
[ "Nico Disch", "David Zimmerer" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=1phOqr675L
poster
Solving Noisy Inverse Problems via Posterior Sampling: A Policy Gradient View-Point
[ "Haoyue Tang", "Tian Xie", "Aosong Feng", "Hanyu Wang", "Chenyang Zhang", "Yang Bai" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/DLDE
https://openreview.net/forum?id=1J9xoPFaKU
poster
Neural oscillators for generalizing parametric PDEs
[ "Taniya Kapoor", "Abhishek Chandra", "Daniel Tartakovsky", "Hongrui Wang", "Alfredo Núñez", "Rolf Dollevoet" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=zzJNdbfeeW
poster
2312.00718
Removing Biases from Molecular Representations via Information Maximization
[ "Chenyu Wang", "Sharut Gupta", "Caroline Uhler", "Tommi Jaakkola" ]
https://huggingface.co/papers/2312.00718
[ "https://github.com/uhlerlab/infocore" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=yWO07xH7PB
poster
MolSiam: Simple Siamese Self-supervised Representation Learning for Small Molecules
[ "Joshua Yao-Yu Lin" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=ySUsZqIskj
poster
Multitask-Guided Self-Supervised Tabular Learning for Patient-Specific Survival Prediction
[ "You Wu", "Omid Bazgir", "Yongju Lee", "Tommaso Biancalani", "James Lu", "Ehsan Hajiramezanali" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=yOmTE8XCyF
poster
Do chemical language models provide a better compound representation?
[ "Mirko Torrisi", "Saeid Asadollahi", "Antonio De la Vega de Leon", "Kai Wang", "Wilbert Copeland" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=w59xrN8ICQ
poster
2306.01474
Generalist Equivariant Transformer Towards 3D Molecular Interaction Learning
[ "Xiangzhe Kong", "Wenbing Huang", "Yang Liu" ]
[ "https://github.com/thunlp-mt/get" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=tXKSsUeseq
poster
Inpainting Protein Sequence and Structure with ProtFill
[ "Elizaveta Kozlova", "Arthur Valentin", "Daniel Nakhaee-Zadeh Gutierrez" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=rNUnPbHilv
oral
In vitro validated antibody design against multiple therapeutic antigens using generative inverse folding
[ "Amir Pouya Shanehsazzadeh" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=qj1Di608kj
poster
TopoPool: An Adaptive Graph Pooling Layer for Extracting Molecular and Protein Substructures
[ "Mattson Thieme", "Majdi Hassan", "Chetan Rupakheti", "Kedar Balaji Thiagarajan", "Abhishek Pandey", "Han Liu" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=olMBz7gxls
oral
Offline RL for generative design of protein binders
[ "Denis Tarasov", "Ulrich Armel Mbou Sob", "Miguel Arbesú", "Nima H. Siboni", "Sebastien Boyer", "Andries Petrus Smit", "Oliver Bent", "Arnu Pretorius", "Marcin J. Skwark" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=oRCo0RKAMA
poster
Online Learning of Optimal Prescriptions under Bandit Feedback with Unknown Contexts
[ "Hongju Park", "Mohamad Kazem Shirani Faradonbeh" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=nYTeNDMz0E
poster
Hit Expansion Driven By Machine Learning
[ "Jin Xu", "Steven Kearnes", "JW Feng" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=k2PA7CUUJH
oral
2312.09236
A framework for conditional diffusion modelling with applications in motif scaffolding for protein design
[ "Kieran Didi", "Francisco Vargas", "Simon Mathis", "Vincent Dutordoir", "Emile Mathieu", "Urszula Julia Komorowska", "Pietro Lio" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=j79SDXZQiI
poster
2312.09865
Automating reward function configuration for drug design
[ "Temitope Ajileye", "Paul Gainer", "Marius Urbonas", "Douglas Eduardo Valente Pires" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=fLPHUS8j1T
poster
2310.19685
DGFN: Double Generative Flow Networks
[ "Elaine Lau", "Nikhil Murali Vemgal", "Doina Precup", "Emmanuel Bengio" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=cbCimtxKy0
poster
TacoGFN: Target Conditioned GFlowNet for Drug Design
[ "Tony Shen", "Mohit Pandey", "Jason Smith", "Artem Cherkasov", "Martin Ester" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=ZhBwSxbJbu
oral
2311.12670
Towards a more inductive world for drug repurposing approaches
[ "Jesus de la Fuente Cedeño", "Guillermo Serrano", "Uxía Veleiro", "Mikel Casals", "Laura Vera", "Marija Pizurica", "Antonio Pineda-Lucena", "Idoia Ochoa", "Silve Vicent", "Olivier Gevaert", "Mikel Hernaez" ]
[ "https://github.com/ubioinformat/graphemb" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=ZT0V2VVDJc
poster
Sample-efficient Antibody Design through Protein Language Model for Risk-aware Batch Bayesian Optimization
[ "Yanzheng Wang", "Tianyu Shi" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=YXchfo0LlX
poster
De novo design of antibody heavy chains with SE(3) diffusion
[ "Frederic A Dreyer", "Daniel Cutting", "David Errington", "Constantin Schneider", "Charlotte Deane" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=YI85Jrvpj0
poster
Identifying regularization schemes that make feature attributions faithful
[ "Julius Adebayo", "Samuel Don Stanton", "Simon Kelow", "Michael Maser", "Richard Bonneau", "Vladimir Gligorijevic", "Kyunghyun Cho", "Stephen Ra", "Nathan C. Frey" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=TdV9PaTvCS
poster
2403.13005
Leap: molecular synthesisability scoring with intermediates
[ "Antonia Calvi", "Théophile Gaudin", "Dominik Miketa", "Dominique Sydow", "Liam Wilbraham" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=TBk3igaqL1
poster
2310.00681
PharmacoNet: Accelerating Large-Scale Virtual Screening by Deep Pharmacophore Modeling
[ "Seonghwan Seo", "Woo Youn Kim" ]
[ "https://github.com/seonghwanseo/molvoxel" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=S3jU99U2k5
poster
Model-free selective inference and its applications to drug discovery
[ "Ying Jin", "Emmanuel Candes" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=Pw9ecLvwFZ
poster
2402.04845
AlphaFold Meets Flow Matching for Generating Protein Ensembles
[ "Bowen Jing", "Bonnie Berger", "Tommi Jaakkola" ]
[ "https://github.com/bjing2016/alphaflow" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=PsVZK0hvWk
poster
2308.16212
RetroBridge: Modeling Retrosynthesis with Markov Bridges
[ "Ilia Igashov", "Arne Schneuing", "Marwin Segler", "Michael M. Bronstein", "Bruno Correia" ]
https://huggingface.co/papers/2308.16212
[ "https://github.com/igashov/retrobridge" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=OrET0hHwLy
poster
Ab-DeepGA: A generative modeling framework leveraging deep learning for antibody affinity tuning
[ "BoRam Lee", "Yara Seif", "Kevin Teng", "Xiao Xiao", "Isha Verma", "Ming-Tang Chen", "Alan C Cheng" ]
[ "" ]
[]
[]
[]
NeurIPS2024