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IAMJB
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Workshop/ReALML
https://openreview.net/forum?id=iK8FzJvQMH
poster
ALAS: Active Learning for Autoconversion Rates Prediction from Satellite Data
[ "Maria Carolina Novitasari", "Johannes Quaas", "Miguel R. D. Rodrigues" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=hzJq3WVGd9
poster
Near-equivalence between bounded regret and delay robustness in interactive decision making
[ "Enoch H. Kang", "Panganamala Kumar" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=hrFfR1WZgi
poster
2312.02852
Expert-guided Bayesian Optimisation for Human-in-the-loop Experimental Design of Known Systems
[ "Tom Savage", "Antonio Del rio chanona" ]
[ "https://github.com/trsav/hitl-bo" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=gkChsof0Rg
poster
Active Testing of Binary Classification Model Using Level Set Estimation
[ "Takuma Ochiai", "Keiichiro Seno", "Kota Matsui", "Satoshi Hara" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=ePglZTbdeI
poster
2310.12026
Nonparametric Discrete Choice Experiments with Machine Learning Guided Adaptive Design
[ "Mingzhang Yin", "Ruijiang Gao", "Weiran Lin", "Steven M. Shugan" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=eLIk3m5C79
poster
Active Learning Policies for Solving Inverse Problems
[ "Tim Bakker", "Thomas Hehn", "Tribhuvanesh Orekondy", "Arash Behboodi", "Fabio Valerio Massoli" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=eHTXFqa7pl
poster
2311.10278
Physics-Enhanced Multi-fidelity Learning for Optical Surface Imprint
[ "Yongchao Chen" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=dfUF5EbJUj
poster
Generalized Objectives in Adaptive Experiments: The Frontier between Regret and Speed
[ "Chao Qin", "Daniel Russo" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=brPrxb9Zz3
poster
ExPT: Scaling Foundation Models for Experimental Design via Synthetic Pretraining
[ "Tung Nguyen", "Sudhanshu Agrawal", "Aditya Grover" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=YrAXARes9d
poster
AutODEx: Automated Optimal Design of Experiments Platform with Data- and Time-Efficient Multi-Objective Optimization
[ "Yunsheng Tian", "Pavle Vanja Konakovic", "Beichen Li", "Ane Zuniga", "Michael Foshey", "Timothy Erps", "Wojciech Matusik", "Mina Konakovic Lukovic" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=YRxd1szajS
poster
Accelerated High-Entropy Alloys Discovery for Electrocatalysis via Robotic-Aided Active Learning
[ "Zhichu Ren", "Zhen Zhang", "Yunsheng Tian", "Ju Li" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=Xw8KTnFpLA
poster
2312.12633
Long-run Behaviour of Multi-fidelity Bayesian Optimisation
[ "Gbetondji Jean-Sebastien Dovonon", "Jakob Zeitler" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=Xu8d36bb5c
poster
Understanding Threshold-based Auto-labeling: The Good, the Bad, and the Terra Incognita
[ "Harit Vishwakarma", "Heguang Lin", "Frederic Sala", "Ramya Vinayak" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=WWqJWiyQ2D
poster
2310.03687
Probabilistic Generative Modeling for Procedural Roundabout Generation for Developing Countries
[ "Zarif Ikram", "Ling Pan", "Dianbo Liu" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=WDLXX4NJSK
poster
Efficient Variational Sequential Information Control
[ "Jianwei Shen", "Jason Pacheco" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=UWJpUpG8Cv
poster
2307.12897
Anytime Model Selection in Linear Bandits
[ "Parnian Kassraie", "Nicolas Emmenegger", "Andreas Krause", "Aldo Pacchiano" ]
[ "https://github.com/lasgroup/alexp" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=ThMSXaolvn
poster
2306.11715
Multi-Fidelity Active Learning with GFlowNets
[ "Alex Hernández-García", "Nikita Saxena", "Moksh Jain", "Cheng-Hao Liu", "Yoshua Bengio" ]
[ "https://github.com/nikita-0209/mf-al-gfn" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=SuSPkCI0qP
poster
Learning in Clinical Trial Settings
[ "Zoe Fowler", "Kiran Premdat Kokilepersaud", "Mohit Prabhushankar", "Ghassan AlRegib" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=SmvTEe9iSG
poster
Preferential Heteroscedastic Bayesian Optimization with Informative Noise Priors
[ "Marshal Arijona Sinaga", "Julien Martinelli", "Samuel Kaski" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=ScOvmGz4xH
poster
Optimistic Games for Combinatorial Bayesian Optimization with Applications to Protein Design
[ "Melis Ilayda Bal", "Pier Giuseppe Sessa", "Mojmir Mutny", "Andreas Krause" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=QIwA1zUd2t
poster
NPC-NIS: Navigating Semiconductor Process Corners with Neural Importance Sampling
[ "Hong Chul Nam", "Chanwoo Park" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=P7PuMQEKbF
poster
Planning Contextual Adaptive Experiments with Model Predictive Control
[ "Ethan Che", "Jimmy Wang", "Hongseok Namkoong" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=OWz37WOETP
poster
2305.14120
Learning relevant contextual variables within Bayesian optimization
[ "Julien Martinelli", "Ayush Bharti", "Armi Tiihonen", "Louis Filstroff", "S. T. John", "Sabina J. Sloman", "Patrick Rinke", "Samuel Kaski" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=JVKQ5ovWgN
poster
2404.07662
PINNACLE: PINN Adaptive ColLocation and Experimental points selection
[ "Gregory Kang Ruey Lau", "Apivich Hemachandra", "See-Kiong Ng", "Bryan Kian Hsiang Low" ]
https://huggingface.co/papers/2404.07662
[ "https://github.com/apivich-h/pinnacle" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=JJrwnclCFZ
poster
2401.01398
Accelerating Black-Box Molecular Property Optimization by Adaptively Learning Sparse Subspaces
[ "Farshud Sorourifar", "Thomas Banker", "Joel Paulson" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=GUKt7ENgSr
poster
2310.18893
Ever Evolving Evaluator (EV3): Towards Flexible and Reliable Meta-Optimization for Knowledge Distillation
[ "Li Ding", "Masrour Zoghi", "Guy Tennenholtz", "Maryam Karimzadehgan" ]
[ "https://github.com/google-research/google-research" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=GKq0Vco2TW
poster
Provably-Convergent Bayesian Source Seeking with Mobile Agents in Multimodal Fields
[ "Vivek Mishra", "Raul Astudillo", "Peter I. Frazier", "Fumin Zhang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=G6ujG6LaKV
poster
2401.07639
Compute-Efficient Active Learning
[ "Gábor Németh", "Tamas Matuszka" ]
[ "https://github.com/aimotive/Compute-Efficient-Active-Learning" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=FpMRFG3z2Q
poster
2406.09535
CircuitVAE: Efficient and Scalable Latent Circuit Optimization
[ "Jialin Song", "Aidan Swope", "Robert Kirby", "Rajarshi Roy", "Saad Godil", "Jonathan Raiman", "Bryan Catanzaro" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=FDoS9cHQTp
poster
Unleashing the Autoconversion Rates Forecasting: Evidential Regression from Satellite Data
[ "Maria Carolina Novitasari", "Johannes Quaas", "Miguel R. D. Rodrigues" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=F6jSo0PIKy
poster
Towards Scalable Identification of Brick Kilns from Satellite Imagery with Active Learning
[ "Aditi Agarwal", "Suraj Jaiswal", "Madhav Kanda", "Dhruv Patel", "Rishabh Mondal", "Vannsh Jani", "Zeel B Patel", "Nipun Batra", "Sarath Guttikunda" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=Ej4YjxAvcp
poster
Improved Bounds for Agnostic Active Learning of Single Index Models
[ "Aarshvi Gajjar", "Xingyu Xu", "Christopher Musco", "Chinmay Hegde" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=E8zSTm2bGu
poster
2312.00622
Practical Path-based Bayesian Optimization
[ "Jose Pablo Folch", "James A C Odgers", "Shiqiang Zhang", "Robert Matthew Lee", "Behrang Shafei", "David Walz", "Calvin Tsay", "Mark van der Wilk", "Ruth Misener" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=D0fdIDnsWZ
poster
2311.14653
Data-driven Prior Learning for Bayesian Optimisation
[ "Sigrid Passano Hellan", "Christopher G. Lucas", "Nigel H. Goddard" ]
[ "https://github.com/sighellan/plebo" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=CzdSCFOG1n
poster
Active Learning with Missing Not At Random Outcomes
[ "Alan Mishler", "Mohsen Ghassemi", "Alec Koppel", "Sumitra Ganesh" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=BctsZxNsfO
poster
2302.00662
Robust Fitted-Q-Evaluation and Iteration under Sequentially Exogenous Unobserved Confounders
[ "David Bruns-Smith", "Angela Zhou" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=A1RVn1m3J3
poster
BoChemian: Large Language Model Embeddings for Bayesian Optimization of Chemical Reactions
[ "Bojana Ranković", "Philippe Schwaller" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=7juV7SKVvM
poster
Less But Better Towards better AQ Monitoring by learning Inducing Points for Multi-Task Gaussian Processes
[ "Progyan Das", "Mihir Agarwal" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=7iybUXjQgp
poster
ActSort: An active-learning accelerated cell sorting algorithm for large-scale calcium imaging datasets
[ "Hakki Orhun Akengin", "Mehmet Anil Aslihak", "Yiqi Jiang", "Yang Li", "Oscar Hernandez", "Hakan Inan", "Christopher Miranda", "Marta Blanco Pozo", "Fatih Dinc", "Mark Schnitzer" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=7R23KXdqGV
poster
2306.05331
Actively learning a Bayesian matrix fusion model with deep side information
[ "Yangyang Yu", "Jordan W. Suchow" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=6hkY6dYtBA
poster
2302.12948
Agile Modeling: From Concept to Classifier in Minutes
[ "Otilia Stretcu", "Edward Vendrow", "Kenji Hata", "Krishnamurthy Viswanathan", "Vittorio Ferrari", "Sasan Tavakkol", "Wenlei Zhou", "Aditya Avinash", "Enming Luo", "Neil Gordon Alldrin", "Mohammadhossein Bateni", "Gabriel Berger", "Andrew Bunner", "Chun-Ta Lu", "Javier A Rey", "Giulia DeSalvo", "Ranjay Krishna", "Ariel Fuxman" ]
https://huggingface.co/papers/2302.12948
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=5br5UllmBy
poster
Learning Models and Evaluating Policies with Offline Off-Policy Data under Partial Observability
[ "Shreyas Chaudhari", "Philip S. Thomas", "Bruno Castro da Silva" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=4X33gHxHf1
poster
2306.09910
LabelBench: A Comprehensive Framework for Benchmarking Adaptive Label-Efficient Learning
[ "Jifan Zhang", "Yifang Chen", "Gregory Canal", "Arnav Mohanty Das", "Gantavya Bhatt", "Yinglun Zhu", "Stephen Mussmann", "Simon Shaolei Du", "Jeff Bilmes", "Kevin Jamieson", "Robert D Nowak" ]
https://huggingface.co/papers/2306.09910
[ "https://github.com/efficienttraining/labelbench" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=3UuSQNVHS6
poster
2312.00486
REDUCR: Robust Data Downsampling Using Class Priority Reweighting
[ "William Bankes", "George Hughes", "Ilija Bogunovic", "Zi Wang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=2aOKjoPwT4
poster
Local Acquisition Function for Active Level Set Estimation
[ "Yuta Kokubun", "Kota Matsui", "Kentaro Kutsukake", "Wataru Kumagai", "Takafumi Kanamori" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/ReALML
https://openreview.net/forum?id=0CPnNCOFiI
poster
Improving class and group imbalanced classification with uncertainty-based active learning
[ "Alexandru Tifrea", "John Hill", "Fanny Yang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=zBQYr8O2gT
poster
2312.03865
Learning Genomic Sequence Representations using Graph Neural Networks over De Bruijn Graphs
[ "Kacper Kapusniak", "Manuel Burger", "Gunnar Ratsch", "Amir Joudaki" ]
https://huggingface.co/papers/2312.03865
[ "https://github.com/ratschlab/genomic-gnn" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=wz6l6yLTv1
poster
2311.17853
On the Adversarial Robustness of Graph Contrastive Learning Methods
[ "Filippo Guerranti", "Zinuo Yi", "Anna Starovoit", "Rafiq Mazen Kamel", "Simon Geisler", "Stephan Günnemann" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=wjVKHEPoU2
poster
2312.02230
A Simple and Scalable Representation for Graph Generation
[ "Yunhui Jang", "Seul Lee", "Sungsoo Ahn" ]
https://huggingface.co/papers/2312.02230
[ "https://github.com/yunhuijang/geel" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=wFJIkt2WAa
oral
2302.01313
Double Equivariance for Inductive Link Prediction for Both New Nodes and New Relation Types
[ "Jianfei Gao", "Yangze Zhou", "Jincheng Zhou", "Bruno Ribeiro" ]
[ "https://github.com/purdueminds/isdea" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=tHQdZ74NLe
poster
2309.08569
Local Differential Privacy in Graph Neural Networks: a Reconstruction Approach
[ "Karuna Bhaila", "Wen Huang", "Yongkai Wu", "Xintao Wu" ]
[ "https://github.com/karuna-bhaila/rgnn" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=shwYa41B3G
poster
GenTKG: Generative Forecasting on Temporal Knowledge Graph
[ "Ruotong Liao", "Xu Jia", "Yunpu Ma", "Volker Tresp" ]
[ "https://github.com/mayhugotong/gentkg" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=shKEocsDbB
poster
2312.04762
The Graph Lottery Ticket Hypothesis: Finding Sparse, Informative Graph Structure
[ "Anton Tsitsulin", "Bryan Perozzi" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=sCk5NkZ8Ow
poster
Node Mutual Information: Enhancing Graph Neural Networks for Heterophily
[ "Seongjin Choi", "Gahee Kim", "Se-Young Yun" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=sC6NcC4ns9
poster
Low-Width Approximations and Sparsification for Scaling Graph Transformers
[ "Hamed Shirzad", "Balaji Venkatachalam", "Ameya Velingker", "Danica Sutherland", "David Woodruff" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=qYpqrt6X3I
poster
2311.06414
Knowledge Graphs are not Created Equal: Exploring the Properties and Structure of Real KGs
[ "Nedelina Teneva", "Estevam Hruschka" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=qCgptbOsdS
poster
2309.09517
FedGKD: Unleashing the Power of Collaboration in Federated Graph Neural Networks
[ "Qiying Pan", "Ruofan Wu", "Tengfei LIU", "Tianyi Zhang", "Yifei Zhu", "Weiqiang Wang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=q2xXh4M9Dx
poster
No PAIN no Gain: More Expressive GNNs with Paths
[ "Caterina Graziani", "Tamara Drucks", "Monica Bianchini", "franco scarselli", "Thomas Gärtner" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=nMdpkeYKzJ
poster
Poisoning × Evasion: Symbiotic Adversarial Robustness for Graph Neural Networks
[ "Ege Erdogan", "Simon Geisler", "Stephan Günnemann" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=mv5sZrQwLM
poster
Order Agnostic Autoregressive Graph Generation
[ "Edo Cohen-Karlik", "Eyal Rozenberg", "Daniel Freedman" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=mstzBSOx2e
poster
2307.14109
GraphRNN Revisited: An Ablation Study and Extensions for Directed Acyclic Graphs
[ "Maya Ravichandran", "Mark Koch", "Taniya Das", "Nikhil Khatri" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=m4mF2T0bVm
oral
2308.11730
Knowledge Graph Prompting for Multi-Document Question Answering
[ "Yu Wang", "Nedim Lipka", "Ryan Rossi", "Alexa Siu", "Ruiyi Zhang", "Tyler Derr" ]
[ "https://github.com/yuwvandy/kg-llm-mdqa" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=m1WEVCY1O2
poster
2209.07499
DiP-GNN: Discriminative Pre-Training of Graph Neural Networks
[ "Simiao Zuo", "Haoming Jiang", "Qingyu Yin", "Xianfeng Tang", "Bing Yin", "Tuo Zhao" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=lSa6SEEqTL
poster
Coupling Graph Neural Networks with Non-Integer Order Dynamics: A Robustness Study
[ "Qiyu Kang", "Kai Zhao", "Yang Song", "Yihang Xie", "Yanan Zhao", "Sijie Wang", "Rui She", "Wee Peng Tay" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=lR5NYB9zrv
poster
Graph Pooling Provably Improves Expressivity
[ "Veronica Lachi", "Alice Moallemy-Oureh", "Andreas Roth", "Pascal Welke" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=jyfiPivRBH
poster
Can LLMs Effectively Leverage Graph Structural Information: When and Why
[ "Jin Huang", "Xingjian Zhang", "Qiaozhu Mei", "Jiaqi Ma" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=jbx2WMP9VX
poster
2305.12087
Semi-Supervised Graph Imbalanced Regression
[ "Gang Liu", "Tong Zhao", "Eric Inae", "Tengfei Luo", "Meng Jiang" ]
[ "https://github.com/liugangcode/SGIR" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=jNL90brxG0
poster
2310.04944
Beyond Text: A Deep Dive into Large Language Models' Ability on Understanding Graph Data
[ "Yuntong Hu", "Zheng Zhang", "Liang Zhao" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=i8JgQVS30K
poster
Its All Graph To Me: Single-Model Graph Representation Learning on Multiple Domains
[ "Alex Davies", "Riku Green", "Nirav Ajmeri", "Telmo Silva Filho" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=hySoEBuTuM
poster
Long-Range Neural Atom Learning for Molecular Graphs
[ "Xuan Li", "Zhanke Zhou", "Jiangchao Yao", "Yu Rong", "Lu Zhang", "Bo Han" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=gXCqzpvhuD
oral
Maximally Expressive GNNs for Outerplanar Graphs
[ "Franka Bause", "Fabian Jogl", "Patrick Indri", "Tamara Drucks", "David Penz", "Nils Kriege", "Thomas Gärtner", "Pascal Welke", "Maximilian Thiessen" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=gVn2F8MBnP
poster
2307.06760
Privacy-Utility Trade-offs in Neural Networks for Medical Population Graphs: Insights from Differential Privacy and Graph Structure
[ "Tamara Müller", "Maulik Chevli", "Ameya Daigavane", "Daniel Rueckert", "Georgios Kaissis" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=fLEPS2BwRL
poster
Unsupervised Representation Learning of Brain Activity via Bridging Voxel Activity and Functional Connectivity
[ "Ali Behrouz", "Parsa Delavari", "Farnoosh Hashemi" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=esQEXmBqxR
oral
2310.02232
HoloNets: Spectral Convolutions do extend to Directed Graphs
[ "Christian Koke", "Daniel Cremers" ]
https://huggingface.co/papers/2310.02232
[ "https://github.com/ChristianKoke/HoloNets" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=eYyZisiBG3
poster
Explaining Drug Repositioning: A Case-Based Reasoning Graph Neural Network Approach
[ "Adriana Gonzalez Cavazos" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=e8ba9Hu1mM
poster
Subgraphormer: Subgraph GNNs meet Graph Transformers
[ "Guy Bar-Shalom", "Beatrice Bevilacqua", "Haggai Maron" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=dC3CaRZ8tf
poster
2311.15112
Everybody Needs a Little HELP: Explaining Graphs via Hierarchical Concepts
[ "Jonas Jürß", "Lucie Charlotte Magister", "Pietro Barbiero", "Pietro Lio", "Nikola Simidjievski" ]
[ "https://github.com/jonasjuerss/help" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=d1oVSv97ZM
poster
ProtoHG: Prototype-Enhanced Hypergraph Learning for Heterogeneous Information Networks
[ "Shuai Wang", "Jiayi Shen", "Athanasios Efthymiou", "Stevan Rudinac", "Monika Kackovic", "Nachoem Wijnberg", "Marcel Worring" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=ck099Dyu4j
poster
Learning Multiplex Embeddings on Text-rich Networks with One Text Encoder
[ "Bowen Jin", "Wentao Zhang", "Yu Zhang", "Yu Meng", "Han Zhao", "Jiawei Han" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=cZMdiwFjCh
oral
2310.07430
Non-backtracking Graph Neural Networks
[ "Seonghyun Park", "Narae Ryu", "Gahee Kim", "Dongyeop Woo", "Se-Young Yun", "Sungsoo Ahn" ]
[ "https://github.com/seonghyun26/nba-gnn" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=cVIRwcJ3Cb
poster
2308.14522
Graph Meets LLMs: Towards Large Graph Models
[ "Ziwei Zhang", "Haoyang Li", "Zeyang Zhang", "Yijian Qin", "Xin Wang", "Wenwu Zhu" ]
[ "https://github.com/thumnlab/awesome-large-graph-model" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=cMz2pdzu8W
poster
2310.20552
Privacy-preserving design of graph neural networks with applications to vertical federated learning
[ "Ruofan Wu", "Mingyang Zhang", "Lingjuan Lyu", "Xiaolong Xu", "Xiuquan Hao", "xinyi fu", "Tengfei LIU", "Tianyi Zhang", "Weiqiang Wang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=bxOD6eMAfa
poster
2402.02827
PowerGraph: A power grid benchmark dataset for graph neural networks
[ "Anna Varbella", "Kenza Amara", "Blazhe Gjorgiev", "Giovanni Sansavini" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=a9loLCbWs1
poster
Implicit Graph Neural Diffusion Based on Constrained Dirichlet Energy Minimization
[ "Guoji Fu", "Mohammed Haroon Dupty", "Yanfei Dong", "Wee Sun Lee" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=YXSJxi8dOV
oral
RL4CO: a Unified Reinforcement Learning for Combinatorial Optimization Library
[ "Federico Berto", "Chuanbo Hua", "Junyoung Park", "Minsu Kim", "Hyeonah Kim", "Jiwoo Son", "Haeyeon Kim", "Joungho Kim", "Jinkyoo Park" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=YILik4gFBk
poster
2310.07478
Multimodal Graph Learning for Generative Tasks
[ "Minji Yoon", "Jing Yu Koh", "Bryan Hooi", "Russ Salakhutdinov" ]
https://huggingface.co/papers/2310.07478
[ "https://github.com/minjiyoon/mmgl" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=XanCwCz4mR
poster
CuriousWalk: Enhancing Multi-Hop Reasoning in Graphs with Random Network Distillation
[ "Varun Kausika", "Saurabh Jha", "Adya Jha", "Amy Zhang", "Michael Sury" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=VAATRBCyPg
poster
2312.06568
Sparse but Strong: Crafting Adversarially Robust Graph Lottery Tickets
[ "Subhajit Dutta Chowdhury", "Zhiyu Ni", "Qingyuan Peng", "Souvik Kundu", "Pierluigi Nuzzo" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=V5eDwEDfXT
oral
2310.00431
ResolvNet: A Graph Convolutional Network with multi-scale Consistency
[ "Christian Koke", "Abhishek Saroha", "Yuesong Shen", "Marvin Eisenberger", "Daniel Cremers" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=U0EPHUDrot
poster
On the modelling and impact of negative edges in graph convolutional networks for node classification
[ "Thu Trang Dinh", "Julia Handl", "Luis Ospina-Forero" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=TsjGaj45Li
oral
VN-EGNN: Equivariant Graph Neural Networks with Virtual Nodes Enhance Protein Binding Site Identification
[ "Florian Sestak", "Lisa Schneckenreiter", "Sepp Hochreiter", "Andreas Mayr", "Günter Klambauer" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=T40bRpEd6P
poster
2303.06842
Hierarchical Relationships: A New Perspective to Enhance Scene Graph Generation
[ "Bowen Jiang", "Camillo Taylor" ]
[ "https://github.com/bowen-upenn/scene_graph_commonsense" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=ScNNo7v4t0
poster
Exploring the Potential of Large Language Models (LLMs) in Learning on Graph
[ "Zhikai Chen", "Haitao Mao", "Hang Li", "Wei Jin", "Hongzhi Wen", "Xiaochi Wei", "Shuaiqiang Wang", "Dawei Yin", "Wenqi Fan", "Hui Liu", "Jiliang Tang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=ROB6TdsmFa
poster
2409.19513
One Node Per User: Node-Level Federated Learning for Graph Neural Networks
[ "Zhidong Gao", "Yuanxiong Guo", "Yanmin Gong" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=QgdnOBnh9i
oral
2306.03589
How does over-squashing affect the power of GNNs?
[ "Francesco Di Giovanni", "T. Konstantin Rusch", "Michael Bronstein", "Andreea Deac", "Marc Lackenby", "Siddhartha Mishra", "Petar Veličković" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=QA3Z1cPDrc
poster
Beyond Erdos-Renyi: Generalization in Algorithmic Reasoning on Graphs
[ "Dobrik Georgiev", "Pietro Lio", "Jakub Bachurski", "Junhua Chen", "Tunan Shi" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=PlqQ8V5BfC
poster
2302.05282
Graph Neural Networks Go Forward-Forward
[ "Daniele Paliotta", "Mathieu Alain", "Bálint Máté", "François Fleuret" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=PYcp183GBL
poster
Towards Particle Flow Event Reconstruction at the Future Circular Collider with GNNs
[ "Dolores Garcia", "Gregor Kržmanc", "Philipp Zehetner", "Jan Kieseler", "Michele Selvaggi" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=PPIVoxynCt
poster
2310.14441
EDGE++: Improved Training and Sampling of EDGE
[ "Xiaohui Chen", "Mingyang Wu", "Liping Liu" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GLFrontiers
https://openreview.net/forum?id=Nrs8BA84br
poster
2310.11479
On the Temperature of Bayesian Graph Neural Networks for Conformal Prediction
[ "Seohyeon Cha", "Honggu Kang", "Joonhyuk Kang" ]
[ "" ]
[]
[]
[]
NeurIPS2024