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IAMJB
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Workshop/OPT
https://openreview.net/forum?id=pRF1PDvrnE
poster
Global CFR: Meta-Learning in Self-Play Regret Minimization
[ "David Sychrovský", "Michal Sustr", "Michael Bowling", "Martin Schmid" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=okiDZ7t1WS
poster
Noise Injection Irons Out Local Minima and Saddle Points
[ "Konstantin Mishchenko", "Sebastian U Stich" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=oYnSXeHaey
poster
2312.04709
How to Guess a Gradient
[ "Utkarsh Singhal", "Brian Cheung", "Kartik Chandra", "Jonathan Ragan-Kelley", "Joshua B. Tenenbaum", "Tomaso A Poggio", "Stella X. Yu" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=ntT4TEPb2z
poster
Stochastic FISTA Step Search Algorithm for Convex Optimization
[ "Trang H. Tran", "Lam M. Nguyen", "Katya Scheinberg" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=lov8z4RWh3
poster
K-Spin Ising Model for Combinatorial Optimizations over Graphs: A Reinforcement Learning Approach
[ "Xiao-Yang Liu", "Ming Zhu" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=llp57pSCSE
poster
2311.03252
Parameter-Agnostic Optimization under Relaxed Smoothness
[ "Florian Hübler", "Junchi YANG", "Xiang Li", "Niao He" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=kyQq0vIUBw
oral
Escaping mediocrity: how two-layer networks learn hard generalized linear models
[ "Luca Arnaboldi", "Florent Krzakala", "Bruno Loureiro", "Ludovic Stephan" ]
[ "https://github.com/idephics/escapingmediocrity" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=kwB8Y9gH3w
poster
2310.17513
The Expressive Power of Low-Rank Adaptation
[ "Yuchen Zeng", "Kangwook Lee" ]
https://huggingface.co/papers/2310.17513
[ "https://github.com/uw-madison-lee-lab/expressive_power_of_lora" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=kmHThRorxE
poster
FaDE: Fast DARTS Estimator on Hierarchical NAS Spaces
[ "Simon Neumeyer", "Julian Stier", "Michael Granitzer" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=jp4k4DaSmx
poster
Nesterov Meets Robust Multitask Learning Twice
[ "Yifan Kang", "Kai Liu" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=jX7n3TWT0T
poster
2312.00209
On the Interplay Between Stepsize Tuning and Progressive Sharpening
[ "Vincent Roulet", "Atish Agarwala", "Fabian Pedregosa" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=iqLUnznmxC
poster
Why Adam Outperforms Gradient Descent on Language Models: A Heavy-Tailed Class Imbalance Problem
[ "Robin Yadav", "Frederik Kunstner", "Mark Schmidt", "Alberto Bietti" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=i4DdovwRbV
poster
Level Set Teleportation: the Good, the Bad, and the Ugly
[ "Aaron Mishkin", "Alberto Bietti", "Robert M. Gower" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=grA3k6QcGI
poster
2202.08876
An alternative approach to train neural networks using monotone variational inequality
[ "Chen Xu", "Xiuyuan Cheng", "Yao Xie" ]
[ "https://github.com/hamrel-cxu/svi-nn-training" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=fvVldfHByj
poster
2301.11547
Safe Posterior Sampling for Constrained MDPs with Bounded Constraint Violation
[ "Krishna C Kalagarla", "Rahul Jain", "Pierluigi Nuzzo" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=fW282YCkCh
poster
Average-Constrained Policy Optimization
[ "Akhil Agnihotri", "Rahul Jain", "Haipeng Luo" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=exgeMa9fB5
poster
A novel analysis of gradient descent under directional smoothness
[ "Aaron Mishkin", "Ahmed Khaled", "Aaron Defazio", "Robert M. Gower" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=e2TW2l7KXE
poster
2305.08269
The Sharp Power Law of Local Search on Expanders
[ "Simina Branzei", "Davin Choo", "Nicholas Recker" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=dJBqZo33JE
poster
Regret Bounds for Optimistic Follow The Leader: Applications in Portfolio Selection and Linear Regression
[ "Sudeep Raja Putta", "Shipra Agrawal" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=cuqeVDhzSA
poster
2311.00096
Bandit-Driven Batch Selection for Robust Learning under Label Noise
[ "Michal Lisicki", "Mihai Nica", "Graham W. Taylor" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=c838OfxQwF
oral
Practical Principled Policy Optimization for Finite MDPs
[ "Michael Lu", "Matin Aghaei", "Anant Raj", "Sharan Vaswani" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=Zkebo3rb2I
poster
Non-Uniform Sampling and Adaptive Optimizers in Deep Learning
[ "Thibault Lahire" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=ZLvIIkT1Fp
poster
2404.01200
Large-scale Non-convex Stochastic Constrained Distributionally Robust Optimization
[ "Qi Zhang", "Yi Zhou", "Ashley Prater-Bennette", "Lixin Shen", "Shaofeng Zou" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=Y02MmhKEhu
poster
2310.20574
Information-Theoretic Trust Regions for Stochastic Gradient-Based Optimization
[ "Philipp Dahlinger", "Philipp Becker", "Maximilian Hüttenrauch", "Gerhard Neumann" ]
[ "https://github.com/alrhub/arturo" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=XdeRrDmv1h
poster
Decentralized Learning Dynamics in the Gossip Model
[ "John Lazarsfeld", "Dan Alistarh" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=XW56zLleWK
poster
Almost multisecant BFGS quasi-Newton method
[ "Mokhwa Lee", "Yifan Sun" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=XTJU5FPGRm
poster
From 6235149080811616882909238708 to 29: Vanilla Thompson Sampling Revisited
[ "Bingshan Hu", "Tianyue H. Zhang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=XEfbIxT9xm
poster
2302.03281
Utility-based Perturbed Gradient Descent: An Optimizer for Continual Learning
[ "Mohamed Elsayed", "A. Rupam Mahmood" ]
https://huggingface.co/papers/2302.03281
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=VcuScWOJfl
poster
2404.00357
Revisiting Random Weight Perturbation for Efficiently Improving Generalization
[ "Tao Li", "Weihao Yan", "Qinghua Tao", "Zehao Lei", "Yingwen Wu", "Kun Fang", "Mingzhen He", "Xiaolin Huang" ]
[ "https://github.com/nblt/marwp" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=UfvQbl7Kpx
poster
MSL: An Adaptive Momentem-based Stochastic Line-search Framework
[ "Chen Fan", "Sharan Vaswani", "Christos Thrampoulidis", "Mark Schmidt" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=UdFaGdW9nj
poster
Noise Stability Optimization For Flat Minima With Tight Rates
[ "Haotian Ju", "Dongyue Li", "Hongyang R. Zhang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=SglsQzOYyw
oral
2311.11185
Dueling Optimization with a Monotone Adversary
[ "Avrim Blum", "Meghal Gupta", "Gene Li", "Naren Sarayu Manoj", "Aadirupa Saha", "Yuanyuan Yang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=Q654vHyanN
poster
Noise-adaptive (Accelerated) Stochastic Heavy-Ball Momentum
[ "Anh Quang Dang", "Reza Babanezhad Harikandeh", "Sharan Vaswani" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=PDxpsZmyrr
poster
Unnormalized Density Estimation with Root Sobolev Norm Regularization
[ "Mark Kozdoba", "Binyamin Perets", "Shie Mannor" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=PAVq7IDaIs
poster
2307.00126
Accelerating Inexact HyperGradient Descent for Bilevel Optimization
[ "Haikuo Yang", "Luo Luo", "Chris Junchi Li", "Michael Jordan", "Maryam Fazel" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=P4j4l45NUq
oral
High-Dimensional Unbiased Prediction for Sequential Decision Making
[ "Georgy Noarov", "Ramya Ramalingam", "Aaron Roth", "Stephan Xie" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=OwMafGz3KJ
poster
2312.03696
Efficient Learning in Polyhedral Games via Best Response Oracles
[ "Darshan Chakrabarti", "Gabriele Farina", "Christian Kroer" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=OnJa9N4VwY
poster
On the Convergence of Local SGD Under Third-Order Smoothness and Hessian Similarity
[ "Ali Zindari", "Ruichen Luo", "Sebastian U Stich" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=NMUCBSfNxy
poster
Adam through a Second-Order Lens
[ "Ross M Clarke", "Baiyu Su", "José Miguel Hernández-Lobato" ]
[ "https://github.com/rmclarke/adamthroughasecondorderlens" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=LaULymicVV
poster
2310.01769
How Over-Parameterization Slows Down Gradient Descent in Matrix Sensing: The Curses of Symmetry and Initialization
[ "Nuoya Xiong", "Lijun Ding", "Simon Shaolei Du" ]
https://huggingface.co/papers/2310.01769
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=KiQ8PhDzIU
poster
Exploring Modern Evolution Strategies in Portfolio Optimization
[ "Ramin Hasani", "Etan A Ehsanfar", "Greg A Banis", "Rusty Bealer", "Amir Soroush Ahmadi" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=K0SzZO80QF
poster
2401.06809
Greedy Newton: Newton's Method with Exact Line Search
[ "Betty Shea", "Mark Schmidt" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=JprHZqWE4M
poster
2310.10117
Federated Learning with Convex Global and Local Constraints
[ "Chuan He", "Le Peng", "Ju Sun" ]
[ "https://github.com/pl97/constr_fl" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=JmihRHpCU5
poster
Structured Inverse-Free Natural Gradient: Memory-Efficient Numerically-Stable KFAC for Large Neural Nets
[ "Wu Lin", "Felix Dangel", "Runa Eschenhagen", "Kirill Neklyudov", "Agustinus Kristiadi", "Richard E. Turner", "Alireza Makhzani" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=Ins2PbraMw
poster
Online Covariance Matrix Estimation in Stochastic Inexact Newton Methods
[ "Wei Kuang", "Sen Na", "Mihai Anitescu" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=HlZVPI4O4x
poster
f-FERM: A Scalable Framework for Robust Fair Empirical Risk Minimization
[ "Sina Baharlouei", "Shivam Patel", "Meisam Razaviyayn" ]
[ "https://github.com/optimization-for-data-driven-science/f-ferm" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=FQsTYkTZwJ
poster
2310.04652
Oracle Efficient Algorithms for Groupwise Regret
[ "Krishna Acharya", "Eshwar Ram Arunachaleswaran", "Juba Ziani", "Aaron Roth", "Sampath Kannan" ]
https://huggingface.co/papers/2310.04652
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=FFRV3WCVJ3
poster
(Un)certainty selection methods for Active Learning on Label Distributions
[ "James Spann", "Pratik Sanjay Bongale", "Christopher M Homan" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=EoJqVH7K96
poster
SGD batch saturation for training wide neural networks
[ "Chaoyue Liu", "Dmitriy Drusvyatskiy", "Mikhail Belkin", "Damek Davis", "Yian Ma" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=EUshjvvMcj
poster
2206.02702
Stochastic Variance-Reduced Newton: Accelerating Finite-Sum Minimization with Large Batches
[ "Michal Derezinski" ]
[ "https://github.com/svrnewton/svrn" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=EOfNadpUYP
poster
Enhancing the Misreport Network for Optimal Auction Design
[ "Haiying Wu", "shuyuan you", "Zhiqiang Zhuang", "Kewen Wang", "Zhe Wang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=EGZ4XjZhLx
poster
2306.16484
Towards a Better Theoretical Understanding of Independent Subnetwork Training
[ "Egor Shulgin", "Peter Richtárik" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=DqWAuvbSIb
poster
2305.19179
Adaptive Quasi-Newton and Anderson Acceleration Framework with Explicit Global (Accelerated) Convergence Rates
[ "Damien Scieur" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=D8WJ7gQEG1
poster
2202.06950
Sion's Minimax Theorem in Geodesic Metric Spaces and a Riemannian Extragradient Algorithm
[ "Peiyuan Zhang", "Jingzhao Zhang", "Suvrit Sra" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=CasSVavA1L
poster
2311.03956
Cup Curriculum: Curriculum Learning on Model Capacity
[ "Luca Scharr", "Vanessa Toborek" ]
[ "https://github.com/luca-scharr/cupcurriculum" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=CSt6nJFlBn
oral
2307.04504
An Algorithm with Optimal Dimension-Dependence for Zero-Order Nonsmooth Nonconvex Stochastic Optimization
[ "Guy Kornowski", "Ohad Shamir" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=C5PY6GMJyJ
poster
2302.03151
Fair Minimum Representation Clustering
[ "Connor Lawless", "Oktay Gunluk" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=BDv9GkWG1E
poster
Fair Representation in Submodular Subset Selection: A Pareto Optimization Approach
[ "Adriano Fazzone", "Yanhao Wang", "Francesco Bonchi" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=AyzhPfICBX
poster
New Horizons in Parameter Regularization: A Constraint Approach
[ "Jörg K.H. Franke", "Michael Hefenbrock", "Gregor Koehler", "Frank Hutter" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=Aw8GuIevIa
poster
Continually Adapting Optimizers Improve Meta-Generalization
[ "Wenyi Wang", "Louis Kirsch", "Francesco Faccio", "Mingchen Zhuge", "Jürgen Schmidhuber" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=AtzAqJQpan
poster
Surrogate Minimization: An Optimization Algorithm for Training Large Neural Networks with Model Parallelism
[ "Reza Asad", "Reza Babanezhad Harikandeh", "Issam H. Laradji", "Nicolas Le Roux", "Sharan Vaswani" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=AA0kBBerxw
poster
2310.02402
On the Parallel Complexity of Multilevel Monte Carlo in Stochastic Gradient Descent
[ "Kei Ishikawa" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=A05nWKTZAL
poster
Pruning Neural Networks with Velocity-Constrained Optimization
[ "Donghyun Oh", "Jinseok Chung", "Namhoon Lee" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=9lm3FzJPpY
poster
Feature Selection in Generalized Linear models via the Lasso: To Scale or Not to Scale?
[ "Anant Mathur", "Sarat Babu Moka", "Zdravko Botev" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=9LSbN0sHwv
poster
DIRECT Optimisation with Bayesian Insights: Assessing Reliability Under Fixed Computational Budgets
[ "Fu Wang", "Zeyu Fu", "Xiaowei Huang", "Wenjie Ruan" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=8vggUWDeLF
poster
2312.03951
Understanding the Role of Optimization in Double Descent
[ "Chris Yuhao Liu", "Jeffrey Flanigan" ]
https://huggingface.co/papers/2312.03951
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=7Ie3aoqJg1
poster
Variance Reduced Model Based Methods: New rates and adaptive step sizes
[ "Robert M. Gower", "Frederik Kunstner", "Mark Schmidt" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=6tFGOXyykI
poster
On the convergence of warped proximal iterations for solving nonmonotone inclusions and applications
[ "Dimitri Papadimitriou", "Bang Công Vu" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=6l7UCftiMx
poster
On the Synergy Between Label Noise and Learning Rate Annealing in Neural Network Training
[ "Stanley Wei", "Tongzheng Ren", "Simon Shaolei Du" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=6QSCcosB3a
poster
2308.13242
Optimizing Group-Fair Plackett-Luce Ranking Models for Relevance and Ex-Post Fairness
[ "Sruthi Gorantla", "Eshaan Bhansali", "Amit Deshpande", "Anand Louis" ]
[ "https://github.com/sruthigorantla/group-fair-pl" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=5yGwzxRVcg
poster
Contrastive Predict-and-Search for Mixed Integer Linear Programs
[ "Taoan Huang", "Aaron M Ferber", "Arman Zharmagambetov", "Yuandong Tian", "Bistra Dilkina" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=5wsQaTjEAa
poster
2310.17378
Optimization dependent generalization bound for ReLU networks based on sensitivity in the tangent bundle
[ "Dániel Rácz", "Mihaly Petreczky", "Balint Daroczy", "András Csertán" ]
[ "https://github.com/danielracz/tansens_public" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=5WNCD8fXUb
poster
Riemannian Optimization for Euclidean Distance Geometry
[ "Chandler Mack Smith", "Samuel P. Lichtenberg", "HanQin Cai", "Abiy Tasissa" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=5J6SGZk69Y
poster
GUC: Unsupervised non-parametric Global Clustering and Anomaly Detection
[ "Chris Solomou" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=5HbXROFu3p
poster
Testing Approximate Stationarity Concepts for Piecewise Affine Functions and Extensions
[ "Lai Tian", "Anthony Man-Cho So" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=4jEOdGqVC0
poster
Multi-head CLIP: Improving CLIP with Diverse Representations and Flat Minima
[ "Mo Zhou", "Xiong Zhou", "Li Erran Li", "Stefano Ermon", "Rong Ge" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=4TAdxCDadC
poster
2312.12781
DynaLay: An Introspective Approach to Dynamic Layer Selection for Deep Networks
[ "Mrinal Mathur", "Sergey M. Plis" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=37Oh63lj1x
poster
2310.18586
Optimal Transport for Kernel Gaussian Mixture Models
[ "Jung Hun Oh", "Rena Elkin", "Anish Kumar Simhal", "Jiening Zhu", "Joseph O Deasy", "Allen Tannenbaum" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=2X1L9ZLz5q
poster
2401.00108
Stochastic Optimization under Hidden Convexity
[ "Ilyas Fatkhullin", "Niao He", "Yifan Hu" ]
[ "" ]
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NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=271xvdLOMV
poster
On Optimization Formulations of Finite Horizon MDPs
[ "Rajat Vadiraj Dwaraknath", "Lexing Ying" ]
[ "" ]
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NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=22cDNOtFGV
poster
2310.02304
Self-Taught Optimizer (STOP): Recursively Self-Improving Code Generation
[ "Eric Zelikman", "Eliana Lorch", "Lester Mackey", "Adam Tauman Kalai" ]
https://huggingface.co/papers/2310.02304
[ "https://github.com/microsoft/stop" ]
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NeurIPS2024
Workshop/OPT
https://openreview.net/forum?id=0t1sHkPS06
poster
Learning Multiobjective Program Through Online Learning
[ "Chaosheng Dong", "Yijia Wang", "Bo Zeng" ]
[ "" ]
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NeurIPS2024
Workshop/CRL
https://openreview.net/forum?id=yzKb3uFiir
poster
Learning Object Motion and Appearance Dynamics with Object-Centric Representations
[ "Yeon-Ji Song", "Hyunseo Kim", "Suhyung Choi", "Jin-Hwa Kim", "Byoung-Tak Zhang" ]
[ "" ]
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NeurIPS2024
Workshop/CRL
https://openreview.net/forum?id=xzp8WYfIqL
poster
2311.06928
Attention for Causal Relationship Discovery from Biological Neural Dynamics
[ "Ziyu Lu", "Anika Tabassum", "Shruti R. Kulkarn", "Lu Mi", "J. Nathan Kutz", "Eric Todd SheaBrown", "Seung-Hwan Lim" ]
[ "https://github.com/ziyulu-uw/causalformer" ]
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NeurIPS2024
Workshop/CRL
https://openreview.net/forum?id=xRxks7FKXc
poster
2310.03915
Leveraging Low-Rank and Sparse Recurrent Connectivity for Robust Closed-Loop Control
[ "Neehal Tumma", "Mathias Lechner", "Noel Loo", "Ramin Hasani", "Daniela Rus" ]
https://huggingface.co/papers/2310.03915
[ "" ]
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NeurIPS2024
Workshop/CRL
https://openreview.net/forum?id=xOgWq35OH1
poster
What's your Use Case? A Taxonomy of Causal Evaluations of Post-hoc Interpretability
[ "David Reber", "Cristina Garbacea", "Victor Veitch" ]
[ "" ]
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NeurIPS2024
Workshop/CRL
https://openreview.net/forum?id=x9XRiwXNnm
poster
2312.06091
Learning Unknown Intervention Targets in Structural Causal Models from Heterogeneous Data
[ "Yuqin Yang", "Saber Salehkaleybar", "Negar Kiyavash" ]
[ "https://github.com/yuqin-yang/lit" ]
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NeurIPS2024
Workshop/CRL
https://openreview.net/forum?id=u0K8gTasKX
poster
2306.01213
Learning Causally Disentangled Representations via the Principle of Independent Causal Mechanisms
[ "Aneesh Komanduri", "Yongkai Wu", "Feng Chen", "Xintao Wu" ]
[ "https://github.com/akomand/icm-vae" ]
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NeurIPS2024
Workshop/CRL
https://openreview.net/forum?id=rCOdznPBf6
poster
2306.11281
Towards Characterizing Domain Counterfactuals for Invertible Latent Causal Models
[ "Sean Kulinski", "Zeyu Zhou", "Ruqi Bai", "Murat Kocaoglu", "David I. Inouye" ]
https://huggingface.co/papers/2306.11281
[ "https://github.com/inouye-lab/ild-domain-counterfactuals" ]
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NeurIPS2024
Workshop/CRL
https://openreview.net/forum?id=q2uo4f3IRo
poster
2311.06567
SCADI: Self-supervised Causal Disentanglement in Latent Variable Models
[ "Heejeong Nam" ]
[ "https://github.com/hazel-heejeong-nam/self-supervised-causal-disentanglement" ]
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[]
[]
NeurIPS2024
Workshop/CRL
https://openreview.net/forum?id=m9s6rnYWqm
poster
Inverted-Attention Transformers can Learn Object Representations: Insights from Slot Attention
[ "Yi-Fu Wu", "Klaus Greff", "Gamaleldin Fathy Elsayed", "Michael Curtis Mozer", "Thomas Kipf", "Sjoerd van Steenkiste" ]
[ "" ]
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NeurIPS2024
Workshop/CRL
https://openreview.net/forum?id=kbXmvuk2Mc
poster
Triangular Monotonic Generative Models Can Perform Causal Discovery
[ "Quanhan Xi", "Sebastian Gonzalez", "Benjamin Bloem-Reddy" ]
[ "" ]
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NeurIPS2024
Workshop/CRL
https://openreview.net/forum?id=jWP5C8e8Db
poster
2310.17816
Local Discovery by Partitioning: Polynomial-Time Causal Discovery Around Exposure-Outcome Pairs
[ "Jacqueline R. M. A. Maasch", "Weishen Pan", "Shantanu Gupta", "Volodymyr Kuleshov", "Kyra Gan", "Fei Wang" ]
[ "https://github.com/jmaasch/ldp" ]
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NeurIPS2024
Workshop/CRL
https://openreview.net/forum?id=gNMANHvjO1
poster
Towards representation learning for general weighting problems in causal inference
[ "Oscar Clivio", "Avi Feller", "Christopher C. Holmes" ]
[ "" ]
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NeurIPS2024
Workshop/CRL
https://openreview.net/forum?id=fpSpF1Wjek
poster
Exploiting Causal Representations in Reinforcement Learning: A Posterior Sampling Approach
[ "Mirco Mutti", "Riccardo De Santi", "Marcello Restelli", "Alexander Marx", "Giorgia Ramponi" ]
[ "" ]
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NeurIPS2024
Workshop/CRL
https://openreview.net/forum?id=fkoqMdTlEg
oral
Identifying Effects of Disease on Single-Cells with Domain-Invariant Generative Modeling
[ "Abdul Moeed", "Martin Rohbeck", "Kai Ueltzhoeffer", "Pavlo Lutsik", "Oliver Stegle", "Marc Jan Bonder" ]
[ "" ]
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NeurIPS2024
Workshop/CRL
https://openreview.net/forum?id=aCiFCj4rEA
poster
Learning Endogenous Representation in Reinforcement Learning via Advantage Estimation
[ "Hsiao-Ru Pan", "Bernhard Schölkopf" ]
[ "" ]
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NeurIPS2024
Workshop/CRL
https://openreview.net/forum?id=Zs3C7zytfp
poster
Causal Regressions For Unstructured Data
[ "Amandeep Singh", "Bolong Zheng" ]
[ "" ]
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NeurIPS2024
Workshop/CRL
https://openreview.net/forum?id=YQt6emXCYR
poster
Expediting Reinforcement Learning by Incorporating Temporal Causal Information
[ "Jan Corazza", "Hadi Partovi Aria", "Daniel Neider", "Zhe Xu" ]
[ "" ]
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NeurIPS2024
Workshop/CRL
https://openreview.net/forum?id=XwAT4LSaXe
poster
DISK: Domain Inference for Discovering Spurious Correlation with KL-Divergence
[ "Yujin Han", "Difan Zou" ]
[ "" ]
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NeurIPS2024