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Workshop/AI4D3
https://openreview.net/forum?id=OBSVDRXcXN
poster
2310.19961
ExPT: Synthetic Pretraining for Few-Shot Experimental Design
[ "Tung Nguyen", "Sudhanshu Agrawal", "Aditya Grover" ]
[ "https://github.com/tung-nd/expt" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=O9bzFjQBjg
poster
On Modelability and Generalizability: Are Machine Learning Models for Drug Synergy Exploiting Artefacts and Biases in Available Data?
[ "Arushi GK Majha", "Ian Stott", "Andreas Bender" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=NYbnVDuKuC
poster
Machine Learning Guided AQFEP: A Fast Efficient Absolute Free Energy Perturbation Solution for Virtual Screening
[ "Jordan Crivelli-Decker", "Zane Beckwith", "Gary Tom", "Ly Le", "Sheenam Khuttan", "Romelia Salomon-Ferrer", "Jackson Beall", "Andrea Bortolato" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=NDBx1lo3jQ
poster
2405.02845
Data-Efficient Molecular Generation with Hierarchical Textual Inversion
[ "Seojin Kim", "Jaehyun Nam", "Sihyun Yu", "Younghoon Shin", "Jinwoo Shin" ]
[ "https://github.com/seojin-kim/hi-mol" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=N6uLT2MVV1
poster
PiNUI: A Dataset of Protein-Protein Interactions for Machine Learning
[ "Geoffroy Dubourg-Felonneau", "Eyal\tAkiva", "Daniel Wesego", "Ranjani Varadan" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=MASqXhMTy7
poster
2312.03016
Protein Language Model-Powered 3D Ligand Binding Site Prediction from Protein Sequence
[ "Shuo Zhang", "Lei Xie" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=M9WREnrXDQ
poster
All You Need is LOVE: Large Optimized Vector Embeddings Network for Drug Repurposing
[ "Sina Akbarian", "Sepehr Asgarian", "Jouhyun Jeon" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=LdRmpu41Pt
poster
PoseCheck: Generative Models for 3D Structure-based Drug Design Produce Unrealistic Poses
[ "Charles Harris", "Kieran Didi", "Arian Jamasb", "Chaitanya Joshi", "Simon Mathis", "Pietro Lio", "Tom Blundell" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=KWWbS5yVtl
poster
Neurosymbolic AI Reveals Biases and Limitations in ML-Driven Drug Discovery
[ "Lauren DeLong", "Yojana Gadiya", "Jacques D. Fleuriot", "Daniel Domingo-Fernández" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=KWIM7ZNYxb
poster
Leveraging expert feedback to align proxy and ground truth rewards in goal-oriented molecular generation
[ "Julien Martinelli", "Yasmine Nahal", "Duong Lê", "Ola Engkvist", "Samuel Kaski" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=Jjcd2SaH9B
poster
CryoSTAR: Cryo-EM Heterogeneous Reconstruction of Atomic Models with Structural Regularization
[ "Yi Zhou", "Yilai Li", "Jing Yuan", "Fei YE", "Quanquan Gu" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=JaOXEQWqwK
poster
TrustAffinity: accurate, reliable and scalable out-of-distribution protein-ligand binding affinity prediction using trustworthy deep learning
[ "Amitesh Badkul", "Li Xie", "Shuo Zhang", "Lei Xie" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=IEHtoMTOv9
poster
2401.04246
Scalable Normalizing Flows Enable Boltzmann Generators for Macromolecules
[ "Joseph Chahn Kim", "David A Bloore", "Karan Kapoor", "Jun Feng", "Ming-Hong Hao", "Mengdi Wang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=GwLt3P9DMI
poster
2312.05273
Evaluating Zero-Shot Scoring for In Vitro Antibody Binding Prediction with Experimental Validation
[ "Divya Nori", "Simon V Mathis", "Amir Pouya Shanehsazzadeh" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=GGYffFQGkZ
poster
2305.14517
CongFu: Conditional Graph Fusion for Drug Synergy Prediction
[ "Oleksii Tsepa", "Bohdan Naida", "Anna Goldenberg", "BO WANG" ]
[ "https://github.com/bowang-lab/congfu" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=GEqSrmfbvv
poster
The neural scaling laws for phenotypic drug discovery
[ "Drew Linsley", "John Griffin", "Jason Parker Brown", "Adam N Roose", "Michael Frank", "Steven Finkbeiner", "Peter S Linsley", "Jeremy William Linsley" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=G3WhQ8BtAI
poster
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/AI4D3
https://openreview.net/forum?id=CPzuoJAVHm
poster
2310.02744
SALSA: Semantically-Aware Latent Space Autoencoder
[ "Kathryn E Kirchoff", "Travis Maxfield", "Alexander Tropsha", "Shawn M Gomez" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=BXC5DkKqJj
poster
2310.10773
Gotta be SAFE: A New Framework for Molecular Design
[ "Emmanuel Noutahi", "Cristian Gabellini", "Michael Craig", "Jonathan Siu Chi Lim", "Prudencio Tossou" ]
https://huggingface.co/papers/2310.10773
[ "https://github.com/datamol-io/safe" ]
[ "bcadkins01/beta_lactam_demo" ]
[ "datamol-io/safe-gpt" ]
[ "datamol-io/safe-gpt", "datamol-io/safe-drugs", "anrilombard/safe-gpt-small" ]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=BDIljrhC5q
poster
MoleculeGPT: Instruction Following Large Language Models for Molecular Property Prediction
[ "Weitong Zhang", "Xiaoyun Wang", "Weili Nie", "Joe Eaton", "Brad Rees", "Quanquan Gu" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=Az6WpRVkuQ
oral
2308.09086
Embracing assay heterogeneity with neural processes for markedly improved bioactivity predictions
[ "Lucian Chan", "Marcel Verdonk", "Carl Poelking" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=AlWm9Cyelk
poster
FragXsiteDTI: an interpretable transformer-based model for drug-target interaction prediction
[ "Ali Khodabandeh Yalabadi", "Mehdi Yazdani-Jahromi", "Niloofar Yousefi", "Aida Tayebi", "Sina Abdidizaji", "Ozlem Garibay" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=9Zim5Lpsq3
poster
2401.06173
Tree Search-Based Evolutionary Bandits for Protein Sequence Optimization
[ "Jiahao Qiu", "Hui Yuan", "Jinghong Zhang", "Wentao Chen", "Huazheng Wang", "Mengdi Wang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=9EHoWfkAUT
poster
2407.10452
GraphPrint: Extracting Features from 3D Protein Structure for Drug Target Affinity Prediction
[ "Amritpal" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=9DxJQpzZTn
poster
2309.11687
Large-scale Pretraining Improves Sample Efficiency of Active Learning based Molecule Virtual Screening
[ "Zhonglin Cao", "Simone Sciabola", "Ye Wang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=8ZR5YndPwu
poster
2311.00862
Role of Structural and Conformational Diversity for Machine Learning Potentials
[ "Nikhil Shenoy", "Prudencio Tossou", "Emmanuel Noutahi", "Hadrien Mary", "Dominique Beaini", "Jiarui Ding" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=8RPbtOC6Sl
oral
DrugImprover: Utilizing Reinforcement Learning for Multi-Objective Alignment in Drug Optimization
[ "Xuefeng Liu", "Songhao Jiang", "Archit Vasan", "Alexander Brace", "Ozan Gokdemir", "Thomas Brettin", "Fangfang Xia", "Ian Foster", "Rick Stevens" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=6KdR429i2Q
poster
AbLEF: Antibody Language Ensemble Fusion for thermodynamically empowered property predictions
[ "Zachary A Rollins", "Talal Widatalla", "Andrew Waight", "Alan C Cheng", "Essam Metwally" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=5Wt7qNRc5u
poster
DiffDock-Pocket: Diffusion for Pocket-Level Docking with Sidechain Flexibility
[ "Michael Plainer", "Marcella Toth", "Simon Dobers", "Hannes Stark", "Gabriele Corso", "Céline Marquet", "Regina Barzilay" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=4GwfOR6lyn
poster
2312.00080
PDB-Struct: A Comprehensive Benchmark for Structure-based Protein Design
[ "Chuanrui Wang", "Bozitao Zhong", "Zuobai Zhang", "Narendra Chaudhary", "Sanchit Misra", "Jian Tang" ]
[ "https://github.com/wang-cr/pdb-struct" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=3mRveUdfXA
poster
Protein Language Models Enable Accurate Cryptic Ligand Binding Pocket Prediction
[ "David A Bloore", "Joseph Chahn Kim", "Karan Kapoor", "Eric Chen", "Kaifu Gao", "Mengdi Wang", "Ming-Hong Hao" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=3RKshM630V
poster
Explaining Drug Repositioning: A Case-Based Reasoning Graph Neural Network Approach
[ "Adriana Carolina Gonzalez Cavazos", "Roger Tu", "Meghamala Sinha", "Andrew Su" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=3OW9rqKGKy
poster
Graph Neural Bayesian Optimization for Virtual Screening
[ "Miles Wang-Henderson", "Bartu Soyuer", "Parnian Kassraie", "Andreas Krause", "Ilija Bogunovic" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=2UsUDE4hGw
poster
2310.13769
Compositional Deep Probabilistic Models of DNA Encoded Libraries
[ "Benson Chen", "Mohammad Sultan", "Theofanis Karaletsos" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/AI4D3
https://openreview.net/forum?id=0YUQoQKfGC
poster
Learning Scalar Fields for Molecular Docking with Fast Fourier Transforms
[ "Bowen Jing", "Tommi Jaakkola", "Bonnie Berger" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=zjfGRftMPw
poster
2312.05044
Backward Learning for Goal-Conditioned Policies
[ "Marc Höftmann", "Jan Robine", "Stefan Harmeling" ]
[ "https://github.com/hauf3n/backward-learning-for-goal-conditioned-policies" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=zhCq4KQsYS
poster
Numerical Goal-based Transformers for Practical Conditions
[ "Seonghyun Kim", "Samyeul Noh", "Ingook Jang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=wQuszp2l3U
poster
Goal-Conditioned Recommendations of AI Explanations
[ "Saptarashmi Bandyopadhyay", "Vibhu Agrawal", "Sarah Savidge", "Eric Krokos", "John P Dickerson" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=qveQJGFUjh
poster
2310.20141
Contrastive Difference Predictive Coding
[ "Chongyi Zheng", "Ruslan Salakhutdinov", "Benjamin Eysenbach" ]
https://huggingface.co/papers/2310.20141
[ "https://github.com/chongyi-zheng/td_infonce" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=qU6tZmppN7
poster
2310.20025
GOPlan: Goal-conditioned Offline Reinforcement Learning by Planning with Learned Models
[ "Mianchu Wang", "Rui Yang", "Xi Chen", "Meng Fang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=l8iK6YqgkR
poster
Middle-Mile Logistics Through the Lens of Goal-Conditioned Reinforcement Learning
[ "Onno Eberhard", "Thibaut Cuvelier", "Michal Valko", "Bruno Adrien De Backer" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=ktyvmR8btd
poster
Automata Conditioned Reinforcement Learning with Experience Replay
[ "Beyazit Yalcinkaya", "Niklas Lauffer", "Marcell Vazquez-Chanlatte", "Sanjit Seshia" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=ihbEwhPaXe
poster
Empowering Clinicians with MeDT: A Framework for Sepsis Treatment
[ "Aamer Abdul Rahman", "Pranav Agarwal", "Vincent Michalski", "Rita Noumeir", "Samira Kahou" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=hw0WiUnS0G
poster
Is feedback all you need? Leveraging natural language feedback in goal-conditioned RL
[ "Sabrina McCallum", "Max Taylor-Davies", "Stefano Albrecht", "Alessandro Suglia" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=gOGGTsTliS
poster
2310.08581
Universal Visual Decomposer: Long-Horizon Manipulation Made Easy
[ "Zichen Zhang", "Yunshuang Li", "Osbert Bastani", "Abhishek Gupta", "Dinesh Jayaraman", "Yecheng Jason Ma", "Luca Weihs" ]
https://huggingface.co/papers/2310.08581
[ "" ]
[]
[]
[ "zcczhang/UVD" ]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=dmScrQ7SFo
poster
Score-Models for Offline Goal-Conditioned Reinforcement Learning
[ "Harshit Sikchi", "Rohan Chitnis", "Ahmed Touati", "Alborz Geramifard", "Amy Zhang", "Scott Niekum" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=dJvx3VtwUl
poster
2404.01220
Entity-Centric Reinforcement Learning for Object Manipulation from Pixels
[ "Dan Haramati", "Tal Daniel", "Aviv Tamar" ]
https://huggingface.co/papers/2404.01220
[ "https://github.com/danhrmti/ecrl" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=cO5d5JZhx0
poster
2306.14069
Waypoint Transformer: Reinforcement Learning via Supervised Learning with Intermediate Targets
[ "Anirudhan Badrinath", "Allen Nie", "Yannis Flet-Berliac", "Emma Brunskill" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=YgZNmDqyR6
poster
2310.08887
METRA: Scalable Unsupervised RL with Metric-Aware Abstraction
[ "Seohong Park", "Oleh Rybkin", "Sergey Levine" ]
https://huggingface.co/papers/2310.08887
[ "https://github.com/seohongpark/metra" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=UyNjQ3UKO2
poster
Efficient Value Propagation with the Compositional Optimality Equation
[ "Piotr Piękos", "Aditya Ramesh", "Francesco Faccio", "Jürgen Schmidhuber" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=UCGIQaP1mr
poster
STEVE-1: A Generative Model for Text-to-Behavior in Minecraft (Abridged Version)
[ "Shalev Lifshitz", "Keiran Paster", "Harris Chan", "Jimmy Ba", "Sheila McIlraith" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=S1aOVW3EWv
poster
Closing the Gap between TD Learning and Supervised Learning – A Generalisation Point of View.
[ "Raj Ghugare", "Matthieu Geist", "Glen Berseth", "Benjamin Eysenbach" ]
[ "https://github.com/rajghugare19/stitching-is-combinatorial-generalisation" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=QT4tXTqTTr
poster
Goal Misgeneralization as Implicit Goal Conditioning
[ "Diego Dorn", "Neel Alex", "David Krueger" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=HvtpbQkpK1
poster
Bi-Directional Goal-Conditioning on Single Value Function for State Space Search Problems
[ "Vihaan Akshaay Rajendiran", "Yu-Xiang Wang", "Lei Li" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=HJNo1kGVQz
poster
Causality in Goal Conditioned RL: Return to No Future?
[ "Ivana Malenica", "Susan Murphy" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=GAsu0qy83J
poster
Hierarchical Empowerment: Toward Tractable Empowerment-Based Skill Learning
[ "Andrew Levy", "Sreehari Rammohan", "Alessandro Allievi", "Scott Niekum", "George Konidaris" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=FmzJhYIYsX
poster
2307.03406
Goal-Conditioned Predictive Coding for Offline Reinforcement Learning
[ "Zilai Zeng", "Ce Zhang", "Shijie Wang", "Chen Sun" ]
https://huggingface.co/papers/2307.03406
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=DrosGMxl2v
poster
Does Hierarchical Reinforcement Learning Outperform Standard Reinforcement Learning in Goal-Oriented Environments?
[ "Ziyan Luo", "Yijie Zhang", "Zhaoyue Wang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=DaFZHuSgnG
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/GCRL
https://openreview.net/forum?id=DYd2q5wufn
poster
Using Proto-Value Functions for Curriculum Generation in Goal-Conditioned RL
[ "Henrik Metternich", "Ahmed Hendawy", "Pascal Klink", "Jan Peters", "Carlo D'Eramo" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=878mNdKwdw
poster
2312.10276
Asymmetric Norms to Approximate the Minimum Action Distance
[ "Lorenzo Steccanella", "Anders Jonsson" ]
[ "https://github.com/lorenzosteccanella/srl" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=5vne5bcNjl
poster
Simple Data Sharing for Multi-Tasked Goal-Oriented Problems
[ "Ying Fan", "Jingling Li", "Adith Swaminathan", "Aditya Modi", "Ching-An Cheng" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=4Xsa03f9jR
poster
2306.03346
Stabilizing Contrastive RL: Techniques for Robotic Goal Reaching from Offline Data
[ "Chongyi Zheng", "Benjamin Eysenbach", "Homer Walke", "Patrick Yin", "Kuan Fang", "Ruslan Salakhutdinov", "Sergey Levine" ]
https://huggingface.co/papers/2306.03346
[ "https://github.com/chongyi-zheng/stable_contrastive_rl" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=3VfpUH7zVT
poster
2310.08235
GROOT: Learning to Follow Instructions by Watching Gameplay Videos
[ "Shaofei Cai", "Bowei Zhang", "Zihao Wang", "Xiaojian Ma", "Anji Liu", "Yitao Liang" ]
https://huggingface.co/papers/2310.08235
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=23unYWTEM0
poster
Multi-Resolution Skill Discovery for Hierarchical Reinforcement Learning
[ "Shashank Sharma", "Vinay Namboodiri", "Janina Hoffmann" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/GCRL
https://openreview.net/forum?id=1ox1Dsy3Dz
poster
An Investigation into Value-Implicit Pre-training for Task-Agnostic, Sample-Efficient Goal-Conditioned Reinforcement Learning
[ "Samyeul Noh", "Seonghyun Kim", "Ingook Jang", "Hyun Myung" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=zAHFC2LNEe
poster
Effective Non-Dissipative Propagation for Continuous-Time Dynamic Graphs
[ "Alessio Gravina", "Giulio Lovisotto", "Claudio Gallicchio", "Davide Bacciu", "Claas Grohnfeldt" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=z884yjDr30
poster
2305.19183
Graph-based Time Series Clustering for End-to-End Hierarchical Forecasting
[ "Andrea Cini", "Danilo Mandic", "Cesare Alippi" ]
[ "https://github.com/andreacini/higp" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=tkjGiKs2g6
poster
2305.07731
Predicting COVID-19 pandemic by spatio-temporal graph neural networks: A New Zealand's study
[ "Bach Nguyen", "Truong Son Hy", "Long Tran-Thanh", "Nhung Nghiem" ]
[ "https://github.com/hysonlab/pandemic_tgnn" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=ry2mnc3eBa
poster
DspGNN: Bringing Spectral Design to Discrete Time Dynamic Graph Neural Networks for Edge Regression
[ "Leshanshui YANG", "Clément Chatelain", "Sébastien Adam" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=oGJFcWGePV
poster
2312.13068
Continuous-time Graph Representation with Sequential Survival Process
[ "Abdulkadir Celikkanat", "Nikolaos Nakis", "Morten Mørup" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=meet41uEs8
poster
Using Causality-Aware Graph Neural Networks to Predict Temporal Centralities in Dynamic Graphs
[ "Franziska Heeg", "Ingo Scholtes" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=hh3salTr27
poster
2302.08643
Fast Temporal Wavelet Graph Neural Networks
[ "Duc Thien Nguyen", "Tuan Nguyen", "Truong Son Hy", "Risi Kondor" ]
[ "https://github.com/hysonlab/twgnn" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=gvZjnRuRFi
poster
Adaptive Message Passing Sign Algorithm
[ "Changran Peng", "Yi Yan", "Ercan KURUOGLU" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=X6aLQLmnWq
poster
GenTKG: Generative Forecasting on Temporal Knowledge Graph
[ "Ruotong Liao", "Xu Jia", "Yunpu Ma", "Volker Tresp" ]
[ "https://github.com/mayhugotong/gentkg" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=WvFHDkIhmp
poster
2312.14939
Large-scale Graph Representation Learning of Dynamic Brain Connectome with Transformers
[ "Byung-Hoon Kim", "Jungwon Choi", "EungGu Yun", "Kyungsang Kim", "Xiang Li", "Juho Lee" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=W9QOkbGccr
poster
2409.08766
SAUC: Sparsity-Aware Uncertainty Calibration for Spatiotemporal Prediction with Graph Neural Networks
[ "Dingyi Zhuang", "Yuheng Bu", "Guang Wang", "Shenhao Wang", "Jinhua Zhao" ]
[ "https://github.com/AnonymousSAUC/SAUC" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=W1egrsoVIf
poster
2310.02721
Leveraging Temporal Graph Networks Using Module Decoupling
[ "Or Feldman", "Chaim Baskin" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=VOVQQcjrz1
poster
Exploring Graph Structure in Graph Neural Networks for Epidemic Forecasting
[ "Ching-Hao Fan", "Sai Supriya Varugunda", "Lijing Wang" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=UVh8QBeWlN
poster
Gen-T: Reduce Distributed Tracing Operational Costs Using Generative Models
[ "Saar Tochner", "Giulia Fanti", "Vyas Sekar" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=UMokRwWfLW
poster
Do Temporal Knowledge Graph Embedding Models Learn or Memorize Shortcuts?
[ "Jiaxin Pan", "Mojtaba Nayyeri", "Yinan Li", "Steffen Staab" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=QJx3Cmddsy
poster
2206.03469
Marked Neural Spatio-Temporal Point Process Involving a Dynamic Graph Neural Network
[ "Alice Moallemy-Oureh", "Silvia Beddar-Wiesing", "Rüdiger Nather", "Josephine Thomas" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=Ks94Yn5jqY
poster
2309.15730
Temporal graph models fail to capture global temporal dynamics
[ "Michal Daniluk", "Jacek Dabrowski" ]
[ "https://github.com/temporal-graphs-negative-sampling/tgb" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=KGqtCfYJon
poster
2303.12021
Graph Kalman Filters
[ "Daniele Zambon", "Cesare Alippi" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=JXranzV2zV
poster
2312.01994
A Generative Self-Supervised Framework using Functional Connectivity in fMRI Data
[ "Jungwon Choi", "Seongho Keum", "EungGu Yun", "Byung-Hoon Kim", "Juho Lee" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=HZuRArNb4b
poster
2306.11313
Deep graph kernel point processes
[ "Zheng Dong", "Matthew Repasky", "Xiuyuan Cheng", "Yao Xie" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=HSgx1aJeR8
poster
Topological and Temporal Data Augmentation for Temporal Graph Networks
[ "Haoran Liu", "Jianling Wang", "Kaize Ding", "James Caverlee" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=HPVXyXAYk3
poster
2312.10317
Spatial-Temporal DAG Convolutional Networks for End-to-End Joint Effective Connectivity Learning and Resting-State fMRI Classification
[ "Rui Yang", "Wenrui Dai", "Huajun She", "Yiping P. Du", "Dapeng Wu", "Hongkai Xiong" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=GYSG2vF6z5
poster
2311.12630
Hierarchical Joint Graph Learning and Multivariate Time Series Forecasting
[ "JuHyeon Kim", "HyunGeun Lee", "Seungwon Yu", "Ung Hwang", "Wooyul Jung", "Miseon Park", "Kijung Yoon" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=EWoAYik8ta
poster
2311.12255
Exploring Time Granularity on Temporal Graphs for Dynamic Link Prediction in Real-world Networks
[ "Xiangjian Jiang", "Yanyi Pu" ]
[ "https://github.com/silencex12138/time-granularity-on-temporal-graphs" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=DRrSYKNhD1
poster
Inductive Link Prediction in Static and Temporal Graphs for Isolated Nodes
[ "Ayan Chatterjee", "Robin Walters", "Giulia Menichetti", "Tina Eliassi-Rad" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=B7Wd1K0l4I
poster
BitGraph: A Framework For Scaling Temporal Graph Queries on GPUs
[ "Alexandria Barghi" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=API0yII2Ua
poster
TBoost: Gradient Boosting Temporal Graph Neural Networks
[ "Pritam Nath", "Govind Waghmare", "Nancy Agrawal", "Nitish Kumar", "Siddhartha Asthana" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=9B8ocBg4VJ
poster
Towards predicting future time intervals on Temporal Knowledge Graphs
[ "Roxana Pop", "Egor Kostylev" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=8PRRNv81qB
poster
STGraph: A Framework for Temporal Graph Neural Networks
[ "Nithin Puthalath Manoj", "Joel Cherian", "Kevin Jude Concessao", "Unnikrishnan Cheramangalath" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=88tGIxxhsf
poster
Anomaly Detection in Continuous-Time Temporal Provenance Graphs
[ "Jakub Reha", "Giulio Lovisotto", "Michele Russo", "Alessio Gravina", "Claas Grohnfeldt" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=77Tyf2SFhX
poster
2310.00336
DURENDAL: Graph deep learning framework for temporal heterogeneous networks
[ "Manuel Dileo", "Matteo Zignani", "Sabrina Gaito" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=5VataMO1Gs
poster
Learning Temporal Higher-order Patterns to Detect Anomalous Brain Activity
[ "Ali Behrouz", "Farnoosh Hashemi" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=1W1LyStQap
poster
Mitigating Cold-start Problem Using Cold Causal Demand Forecasting Model
[ "Zahra Fatemi", "Minh Huynh", "Elena Zheleva", "Zamir Syed", "Xiaojun Di" ]
[ "" ]
[]
[]
[]
NeurIPS2024
Workshop/TGL
https://openreview.net/forum?id=1Ji9QsUVQ1
poster
An Information-Theoretic Analysis on Temporal Graph Evolution
[ "Amirmohammad Farzaneh" ]
[ "" ]
[]
[]
[]
NeurIPS2024