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IAMJB
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Workshop/HeavyTails
https://openreview.net/forum?id=I00Z75alN6
poster
Towards Fully Adaptive Regret Minimization in Heavy-Tailed Bandits
[ "Gianmarco Genalti", "Lupo Marsigli", "Nicola Gatti", "Alberto Maria Metelli" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/HeavyTails
https://openreview.net/forum?id=C6PiH9Fkjd
poster
Robust gradient estimation in the presence of heavy-tailed noise
[ "Fabian Schaipp", "Umut Simsekli", "Robert M. Gower" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/HeavyTails
https://openreview.net/forum?id=9xNDQJER95
poster
2309.11422
Generalised Hyperbolic State-space Models for Inference in Dynamic Systems
[ "Yaman Kindap", "Simon J. Godsill" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/HeavyTails
https://openreview.net/forum?id=8oe7yIYRi1
poster
2310.12975
Variational Inference for SDEs Driven by Fractional Noise
[ "Rembert Daems", "Manfred Opper", "Guillaume Crevecoeur", "Tolga Birdal" ]
https://huggingface.co/papers/2310.12975
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/HeavyTails
https://openreview.net/forum?id=01eUekTYvE
poster
Revisiting the noise Model of SGD
[ "Barak Battash", "Lior Wolf", "Ofir Lindenbaum" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=zqcEQVzvZx
poster
2305.11290
Massively Scalable Inverse Reinforcement Learning in Google Maps
[ "Matt Barnes", "Matthew Abueg", "Oliver F. Lange", "Matt Deeds", "Jason Trader", "Denali Molitor", "Markus Wulfmeier", "Shawn O'Banion" ]
https://huggingface.co/papers/2305.11290
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=zQbff3h0da
poster
2305.14992
Reasoning with Language Model is Planning with World Model
[ "Shibo Hao", "Yi Gu", "Haodi Ma", "Joshua Hong", "Zhen Wang", "Daisy Zhe Wang", "Zhiting Hu" ]
https://huggingface.co/papers/2305.14992
[ "https://github.com/ber666/llm-reasoners" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=z9GfvNQ7qJ
poster
Robustness and Regularization in Reinforcement Learning
[ "Esther Derman", "Yevgeniy Men", "Matthieu Geist", "Shie Mannor" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=z5Ai1ljmlH
poster
Learning Generalizable Visual Task Through Interaction
[ "Weiwei Gu", "Anant Sah", "Nakul Gopalan" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=yJYVcItE3K
poster
Non-adaptive Online Finetuning for Offline Reinforcement Learning
[ "Audrey Huang", "Mohammad Ghavamzadeh", "Nan Jiang", "Marek Petrik" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=tz5Qga2tNJ
poster
2310.06114
Learning Interactive Real-World Simulators
[ "Sherry Yang", "Yilun Du", "Seyed Kamyar Seyed Ghasemipour", "Jonathan Tompson", "Dale Schuurmans", "Pieter Abbeel" ]
https://huggingface.co/papers/2310.06114
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=tKTTvWOzsZ
poster
Agent-Centric State Discovery for Finite-Memory POMDPs
[ "Lili Wu", "Ben Evans", "Riashat Islam", "Raihan Seraj", "Yonathan Efroni", "Alex Lamb" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=rVAUd3Tf56
poster
Simple Data Sharing for Multi-Tasked Goal-Oriented Problems
[ "Ying Fan", "Jingling Li", "Adith Swaminathan", "Aditya Modi", "Ching-An Cheng" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=pi0h7Q39h9
poster
Leveraging Behavioral Cloning for Representation Alignment in Cross-Domain Policy Transfer
[ "Hayato Watahiki", "Ryo Iwase", "Ryosuke Unno", "Yoshimasa Tsuruoka" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=ozqaF9YBce
poster
RL^3: Boosting Meta Reinforcement Learning via RL inside RL^2
[ "Abhinav Bhatia", "Samer Nashed", "Shlomo Zilberstein" ]
[ "https://github.com/bhatiaabhinav/rl3" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=oxvgIVWGo1
poster
2312.10069
Understanding Representations Pretrained with Auxiliary Losses for Embodied Agent Planning
[ "Yuxuan Li", "Luca Weihs" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=oMkUQKfsCU
poster
2410.00704
Contrastive Abstraction for Reinforcement Learning
[ "Vihang Patil", "Markus Hofmarcher", "Elisabeth Rumetshofer", "Sepp Hochreiter" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=mntDNQ5ujE
poster
Work-in-Progress: Using Symbolic Planning with Deep RL to Improve Learning
[ "Tianpei Yang", "Srijita Das", "Christabel Wayllace", "Matthew Taylor" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=mLXOy1iJz8
poster
Graph Neural Networks and Graph Kernels For Learning Heuristics: Is there a difference?
[ "Dillon Ze Chen", "Felipe Trevizan", "Sylvie Thiebaux" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=iOMGogpgi2
poster
2212.14530
POMRL: No-Regret Learning-to-Plan with Increasing Horizons
[ "Khimya Khetarpal", "Claire Vernade", "Brendan O'Donoghue", "Satinder Singh", "Tom Zahavy" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=hbrE0MFsDV
poster
Learning How to Create Generalizable Hierarchies for Robot Planning
[ "Naman Shah", "Siddharth Srivastava" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=gWhXByDv2n
poster
2212.08681
Plansformer: Generating Symbolic Plans using Transformers
[ "Vishal Pallagani", "Bharath Muppasani", "Keerthiram Murugesan", "Francesca Rossi", "Lior Horesh", "Biplav Srivastava", "Francesco Fabiano", "Andrea Loreggia" ]
https://huggingface.co/papers/2212.08681
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=fYUWJHNkdA
poster
Reinforcement Learning with Augmentation Invariant Representation: A Non-contrastive Approach
[ "Nasik Muhammad Nafi", "William Hsu" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=fWSPZh6PI1
poster
Addressing Long-Horizon Tasks by Integrating Program Synthesis and State Machines
[ "Yu-An Lin", "Chen-Tao Lee", "Guan-Ting Liu", "Pu-Jen Cheng", "Shao-Hua Sun" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=fNEamfVsu6
poster
2207.02249
Learning Task Embeddings for Teamwork Adaptation in Multi-Agent Reinforcement Learning
[ "Lukas Schäfer", "Filippos Christianos", "Amos Storkey", "Stefano Albrecht" ]
[ "https://github.com/uoe-agents/mate" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=eIROHscxeg
poster
Towards More Likely Models for AI Planning
[ "Turgay Caglar", "Sirine Belhaj", "Tathagata Chakraborti", "Michael Katz", "Sarath Sreedharan" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=eDZJTdUsfe
poster
Towards General-Purpose In-Context Learning Agents
[ "Louis Kirsch", "James Harrison", "C. Freeman", "Jascha Sohl-Dickstein", "Jürgen Schmidhuber" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=cTtMNEn2Kr
poster
GOOSE: Learning Domain-Independent Heuristics
[ "Dillon Ze Chen", "Sylvie Thiebaux", "Felipe Trevizan" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=boub8VqmZu
poster
Learning AI-System Capabilities under Stochasticity
[ "Pulkit Verma", "Rushang Karia", "Gaurav Vipat", "Anmol Gupta", "Siddharth Srivastava" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=bFPbN1nWgU
poster
Epistemic Exploration for Generalizable Planning and Learning in Non-Stationary Stochastic Settings
[ "Rushang Karia", "Pulkit Verma", "Gaurav Vipat", "Siddharth Srivastava" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=ZGCNLgxqaU
poster
2307.05209
Contextual Pre-Planning on Reward Machine Abstractions for Enhanced Transfer in Deep Reinforcement Learning
[ "Guy Azran", "Mohamad Hosein Danesh", "Stefano Albrecht", "Sarah Keren" ]
[ "https://github.com/CLAIR-LAB-TECHNION/multi_taxi" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=XwJ44iYC7A
poster
2303.05038
Exploiting Contextual Structure to Generate Useful Auxiliary Tasks
[ "Benedict Quartey", "Ankit Shah", "George Konidaris" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=XXcVWRtfBn
poster
2306.03072
Explore to Generalize in Zero-Shot RL
[ "Ev Zisselman", "Itai Lavie", "Daniel Soudry", "Aviv Tamar" ]
[ "https://github.com/evzissel/expgen" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=X2JKKLrAmO
poster
2306.00656
Normalization Enhances Generalization in Visual Reinforcement Learning
[ "Lu Li", "Jiafei Lyu", "Guozheng Ma", "Zilin Wang", "Zhenjie Yang", "Xiu Li", "Zhiheng Li" ]
[ "https://github.com/lilucse/Normalization-Enhances-Generalization-in-Visual-Reinforcement-Learning" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=W1fyxrFx90
poster
2309.04459
Subwords as Skills: Tokenization for Sparse-Reward Reinforcement Learning
[ "David Yunis", "Justin Jung", "Falcon Dai", "Matthew Walter" ]
[ "https://github.com/dyunis/subwords_as_skills" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=W0bhHvQK60
poster
Contrastive Representations Make Planning Easy
[ "Benjamin Eysenbach", "Vivek Myers", "Sergey Levine", "Ruslan Salakhutdinov" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=RaHA0fJMbL
poster
2409.18051
Inverse Reinforcement Learning with Multiple Planning Horizons
[ "Jiayu Yao", "Finale Doshi-Velez", "Barbara Engelhardt" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=RN7IqUMlOq
poster
Stochastic Safe Action Model Learning
[ "Zihao Deng", "Brendan Juba" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=QM9fIbFCW6
poster
Learning Discrete World Models for Classical Planning Problems
[ "Forest Agostinelli", "Misagh Soltani" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=PgDbFx9bk8
poster
Learning Abstract World Models for Value-preserving Planning with Options
[ "Rafael Rodriguez-Sanchez", "George Konidaris" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=P6ancmHdwH
poster
2311.16171
Multi-Agent Learning of Efficient Fulfilment and Routing Strategies in E-Commerce
[ "Omkar Shelke", "Pranavi Pathakota", "Anandsingh Chauhan", "Hardik Meisheri", "Harshad Khadilkar", "Balaraman Ravindran" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=NqvB1U0HSJ
poster
Integrating Planning and Deep Reinforcement Learning via Automatic Induction of Task Substructures
[ "Jung-Chun Liu", "Chi-Hsien Chang", "Shao-Hua Sun", "Tian-Li Yu" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=MP1CXDOgAF
poster
A Theoretical Explanation of Deep RL Performance in Stochastic Environments
[ "Cassidy Laidlaw", "Banghua Zhu", "Stuart Russell", "Anca Dragan" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=LZjV4rHbzB
poster
Learning Generalizable Symbolic Options for Transfer in Reinforcement Learning
[ "Rashmeet Kaur Nayyar", "Shivanshu Verma", "Siddharth Srivastava" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=KulxfrmzDD
poster
2406.03651
Inductive Generalization in Reinforcement Learning from Specifications
[ "Rohit kushwah", "Vignesh Subramanian", "Suguman Bansal", "Subhajit Roy" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=JNIv4ghbGy
poster
2304.04668
MERMAIDE: Learning to Align Learners using Model-Based Meta-Learning
[ "Arundhati Banerjee", "Soham Phade", "Stefano Ermon", "Stephan Zheng" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=IpdZ6UX6jd
poster
2312.04030
Modeling Boundedly Rational Agents with Latent Inference Budgets
[ "Athul Jacob", "Abhishek Gupta", "Jacob Andreas" ]
https://huggingface.co/papers/2312.04030
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=HX3HZbUXrW
poster
PADDLE: Logic Program Guided Policy Reuse in Deep Reinforcement Learning
[ "Hao Zhang", "Tianpei Yang", "YAN ZHENG", "Jianye HAO", "Matthew E. Taylor" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=Ghl9pYaVh5
poster
2310.01824
Mini-BEHAVIOR: A Procedurally Generated Benchmark for Long-horizon Decision-Making in Embodied AI
[ "Emily Jin", "Jiaheng Hu", "Zhuoyi Huang", "Ruohan Zhang", "Jiajun Wu", "Li Fei-Fei", "Roberto Martín-Martín" ]
https://huggingface.co/papers/2310.01824
[ "https://github.com/stanfordvl/mini_behavior" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=GFyCqKhFru
poster
2203.00669
Hierarchical Reinforcement Learning with AI Planning Models
[ "Junkyu Lee", "Michael Katz", "Don Joven Agravante", "Miao Liu", "Geraud Nangue Tasse", "Tim Klinger", "Shirin Sohrabi" ]
[ "https://github.com/IBM/parl_agents" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=G8UH41ZzzA
poster
Learning Safe Action Models with Partial Observability
[ "Brendan Juba", "Hai S Le", "Roni Stern" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=FxxxBwcUlL
poster
Value Iteration with Value of Information Networks
[ "Samantha Johnson", "Michael Buice", "Koosha Khalvati" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=FPqgo0jshE
poster
Zero-Shot Robotic Manipulation with Pre-Trained Image-Editing Diffusion Models
[ "Kevin Black", "Mitsuhiko Nakamoto", "Pranav Atreya", "Homer Walke", "Chelsea Finn", "Aviral Kumar", "Sergey Levine" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=9lkkqGagDF
poster
2310.07220
COPlanner: Plan to Roll Out Conservatively but to Explore Optimistically for Model-Based RL
[ "Xiyao Wang", "Ruijie Zheng", "Yanchao Sun", "Ruonan Jia", "Wichayaporn Wongkamjan", "Huazhe Xu", "Furong Huang" ]
https://huggingface.co/papers/2310.07220
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=8pbqiLYe0I
poster
General and Reusable Indexical Policies and Sketches
[ "Blai Bonet", "Dominik Drexler", "Hector Geffner" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=8mDBzYDOYC
poster
2308.14947
Improving Generalization in Reinforcement Learning Training Regimes for Social Robot Navigation
[ "Adam Sigal", "Hsiu-Chin Lin", "AJung Moon" ]
[ "https://github.com/raise-lab/soc-nav-training" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=6oPZcdzFjW
poster
Conservative World Models
[ "Scott Jeen", "Tom Bewley", "Jonathan Cullen" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=5kO572pUvr
poster
Targeted Uncertainty Reduction in Robust MDPs
[ "Uri Gadot", "Kaixin Wang", "Esther Derman", "Navdeep Kumar", "Kfir Levy", "Shie Mannor" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=4xGCYC4dFp
poster
Quantized Local Independence Discovery for Fine-Grained Causal Dynamics Learning in Reinforcement Learning
[ "Inwoo Hwang", "Yunhyeok Kwak", "Suhyung Choi", "Byoung-Tak Zhang", "Sanghack Lee" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=2N9HoSAJ48
poster
Relating Goal and Environmental Complexity for Improved Task Transfer: Initial Results
[ "Sunandita Patra", "Paul Rademacher", "Kristen Jacobson", "Kyle Hassold", "Onur Kulaksizoglu", "Laura Hiatt", "Mark Roberts", "Dana Nau" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=225zToqXbL
poster
Uncertainty-Aware Action Repeating Options
[ "Joongkyu Lee", "Seung Joon Park", "Yunhao Tang", "Min-hwan Oh" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=1S538MAe9x
poster
Robust Driving Across Scenarios via Multi-residual Task Learning
[ "Vindula Jayawardana", "Sirui Li", "Cathy Wu", "Yashar Farid", "Kentaro Oguchi" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=0uD5kEH8ES
poster
2310.09997
Forecaster: Towards Temporally Abstract Tree-Search Planning from Pixels
[ "Thomas Jiralerspong", "Flemming Kondrup", "Doina Precup", "Khimya Khetarpal" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GenPlan
https://openreview.net/forum?id=0Pbh8u7oXi
poster
A Study of Generalization in Offline Reinforcement Learning
[ "Ishita Mediratta", "Qingfei You", "Minqi Jiang", "Roberta Raileanu" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=yavtWi6ew9
oral
2310.05812
Provably Convergent Data-Driven Convex-Nonconvex Regularization
[ "Zakhar Shumaylov", "Jeremy Budd", "Subhadip Mukherjee", "Carola-Bibiane Schönlieb" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=wHnKIsCz4j
poster
SUD^2: Supervision by Denoising Diffusion Models for Image Reconstruction
[ "Matthew Chan", "Sean Young", "Christopher Metzler" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=qvLWGWsMyq
poster
Feature Importance Random Search for Hyperparameter Optimization of Data-Consistent Model Inversion
[ "Stephen Obonyo", "Isaiah Onando Mulang'", "Timothy Rumbell", "Catherine Wanjiru", "Viatcheslav Gurev" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=qfWlk4RWOZ
poster
Boosting Weakly Convex Ridge Regularizers with Spatial Adaptivity
[ "Sebastian Neumayer", "Mehrsa Pourya", "Alexis Goujon", "Michael Unser" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=mGwg10bgHk
poster
Solving Inverse Problems with Ambient Diffusion
[ "Giannis Daras", "Alex Dimakis" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=l4ki2nsrwS
poster
Efficient Bayesian Computational Imaging with a Surrogate Score-Based Prior
[ "Berthy Feng", "Katherine Bouman" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=jjCGqnhTr7
oral
Space-Time Implicit Neural Representations for Atomic Electron Tomography on Dynamic Samples
[ "Tiffany Chien", "Colin Ophus", "Laura Waller" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=j6YOCS0cyM
poster
2305.07712
Poisson-Gaussian Holographic Phase Retrieval with Score-based Image Prior
[ "Jason Hu", "Zongyu Li", "Xiaojian Xu", "Liyue Shen", "Jeffrey A Fessler" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=ijSTOcngKs
poster
Volume-Oriented Uncertainty for Inverse Problems
[ "Omer Belhasin", "Yaniv Romano", "Daniel Freedman", "Ehud Rivlin", "Michael Elad" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=ijJJA6uQbL
poster
Score-Based Likelihood Characterization for Inverse Problems in the Presence of Non-Gaussian Noise
[ "Ronan Legin", "Alexandre Adam", "Yashar Hezaveh", "Laurence Perreault-Levasseur" ]
[ "" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=igQtADDflr
poster
Improved Black-box Variational Inference for High-dimensional Bayesian Inversion involving Black-box Simulators
[ "Dhruv V Patel", "Jonghyun Harry Lee", "Matthew Farthing", "Tyler Hesser", "Peter Kitanidis", "Eric Darve" ]
[ "" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=idCTwAgeDU
poster
2309.06642
Adapt and Diffuse: Sample-adaptive Reconstruction via Latent Diffusion Models
[ "Zalan Fabian", "Berk Tinaz", "Mahdi Soltanolkotabi" ]
[ "https://github.com/z-fabian/flash-diffusion" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=hUOHV4SKNw
poster
Self-supervised Low-rank plus Sparse Network for Radial MRI Reconstruction
[ "Andrei Mancu", "Wenqi Huang", "Gastao Lima da Cruz", "Daniel Rueckert", "Kerstin Hammernik" ]
[ "" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=hEyIHsyZ9F
oral
2310.13102
Particle Guidance: non-I.I.D. Diverse Sampling with Diffusion Models
[ "Gabriele Corso", "Yilun Xu", "Valentin De Bortoli", "Regina Barzilay", "Tommi Jaakkola" ]
[ "https://github.com/gcorso/particle-guidance" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=ee6feOhQ4H
poster
OptoGPT: A Versatile Inverse Design Model for Optical Multilayer Thin Film Structures
[ "Taigao Ma", "L. Jay Guo", "Haozhu Wang" ]
[ "" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=bz24Rt6hZ7
poster
2312.03824
nbi: the Astronomer's Package for Neural Posterior Estimation
[ "Keming Zhang", "Joshua Bloom", "Stéfan van der Walt", "Nina Hernitschek" ]
[ "https://github.com/kmzzhang/nbi" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=ZL5wlFMg0Y
poster
Conditional score-based generative models for solving physics-based inverse problems
[ "Agnimitra Dasgupta", "Javier Murgoitio-Esandi", "Deep Ray", "Assad Oberai" ]
[ "" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=VqFHhTYonI
poster
Quantifying Generative Model Uncertainty in Posterior Sampling Methods for Computational Imaging
[ "Canberk Ekmekci", "Mujdat Cetin" ]
[ "" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=VWKe1ZIDsa
oral
Phase Retrieval via Deep Expectation-Consistent Approximation
[ "Saurav K Shastri", "Philip Schniter" ]
[ "" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=RV4bTQfLW4
oral
2310.04984
Model-adapted Fourier sampling for generative compressed sensing
[ "Aaron Berk", "Simone Brugiapaglia", "Yaniv Plan", "Matthew Scott", "Xia Sheng", "Ozgur Yilmaz" ]
[ "" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=RP12BvHTnt
poster
Inferring Cardiovascular Biomarkers with Hybrid Model Learning
[ "Ortal Senouf", "Jens Behrmann", "Joern-Henrik Jacobsen", "Pascal Frossard", "Emmanuel Abbe", "Antoine Wehenkel" ]
[ "" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=QaIEU0wWj8
poster
Switching policies for solving inverse problems
[ "Tim Bakker", "Fabio Valerio Massoli", "Thomas Hehn", "Tribhuvanesh Orekondy", "Arash Behboodi" ]
[ "" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=P2r4AxyeE2
poster
2306.03284
Optimizing Sampling Patterns for Compressed Sensing MRI with Diffusion Generative Models
[ "Sriram Ravula", "Brett Levac", "Ajil Jalal", "Jon Tamir", "Alex Dimakis" ]
[ "https://github.com/sriram-ravula/mri_sampling_diffusion" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=NRGZmGbteB
poster
Regularization by Denoising Diffusion Process for MRI Reconstruction
[ "Batu Ozturkler", "Morteza Mardani", "Arash Vahdat", "Jan Kautz", "John M. Pauly" ]
[ "" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=NGcq0Uacie
poster
2208.09483
Blind Image Deblurring with Unknown Kernel Size and Substantial Noise
[ "Zhong Zhuang", "Taihui Li", "Hengkang Wang", "Ju Sun" ]
[ "https://github.com/subeeshvasu/Awesome-Deblurring" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=LIL1M2fdGb
poster
What’s in a Prior? Learned Proximal Networks for Inverse Problems
[ "Zhenghan Fang", "Sam Buchanan", "Jeremias Sulam" ]
[ "" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=G8wMnihF6E
poster
Multilook compressive sensing in the presence of speckle noise
[ "Xi Chen", "Zhewen Hou", "Christopher Metzler", "Arian Maleki", "Shirin Jalali" ]
[ "" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=FjOxEqJpia
poster
2312.12691
How Good Are Deep Generative Models for Solving Inverse Problems?
[ "Shichong Peng", "Alireza Moazeni", "Ke Li" ]
[ "" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=Cei9ee2zfJ
poster
Variational Diffusion Models for Blind MRI Inverse Problems
[ "Cagan Alkan", "Julio Oscanoa", "Daniel Abraham", "Mengze Gao", "Aizada Nurdinova", "Kawin Setsompop", "John M. Pauly", "Morteza Mardani", "Shreyas Vasanawala" ]
[ "" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=B3VR4dIy9e
oral
AmbientFlow: Invertible generative models from incomplete, noisy imaging measurements
[ "Varun A. Kelkar", "Rucha Deshpande", "Arindam Banerjee", "Mark Anastasio" ]
[ "" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=AopY31LYgO
poster
Mask-Agnostic Posterior Sampling MRI via Conditional GANs with Guided Reconstruction
[ "Matthew Bendel", "Rizwan Ahmad", "Philip Schniter" ]
[ "" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=AUiZyqYiGb
poster
Using Deep Feature Distances for Evaluating MR Image Reconstruction Quality
[ "Philip M Adamson", "Arjun D Desai", "Jeffrey Dominic", "Christian Bluethgen", "Jeff P. Wood", "Ali B Syed", "Robert D. Boutin", "Kathryn J. Stevens", "Shreyas Vasanawala", "John M. Pauly", "Akshay S Chaudhari", "Beliz Gunel" ]
[ "" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=9ki8qsGSoc
poster
Physics-guided Training of Neural Electromagnetic Wave Simulators with Time-reversal Consistency
[ "Charles Dove", "Jatearoon Boondicharern", "Laura Waller" ]
[ "" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=8hz6X2GGnD
poster
Multimodal Neural Surface Reconstruction: Recovering the Geometry and Appearance of 3D Scenes from Events and Grayscale Images
[ "Sazan Mahbub", "Brandon Feng", "Christopher Metzler" ]
[ "" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=7q3i7nLdeF
poster
Phase Retrieval Using Double Deep Image Priors
[ "Zhong Zhuang", "David Yang", "David Barmherzig", "Ju Sun" ]
[ "" ]
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NeurIPS2024
Workshop/Deep_Inverse
https://openreview.net/forum?id=5NoVk8nBWc
poster
Sequential data-consistent model inversion
[ "Timothy Rumbell", "Catherine Wanjiru", "Isaiah Onando Mulang'", "Stephen Obonyo", "James Kozloski", "Viatcheslav Gurev" ]
[ "" ]
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NeurIPS2024