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LOG 2025 Conference Submissions
Complex-Weighted Convolutional Networks: Provable Expressiveness via Complex Diffusion
Cristina López Amado
,
Tassilo Schwarz
,
Yu Tian
,
Renaud Lambiotte
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Poster
Readers:
Everyone
Short-Range Oversquashing
Yaaqov Mishayev
,
Yonatan Sverdlov
,
Tal Amir
,
Nadav Dym
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Oral
Readers:
Everyone
TopoFormer: An Efficient Link-Set Prediction Architecture for Ad Hoc Network Topology Generation
Félix Marcoccia
,
Victor Fagoo
,
Gilles Monzat de Saint Julien
,
Cédric Adjih
,
Thomas Watteyne
,
Paul Mühlethaler
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Poster
Readers:
Everyone
GraphLand: Evaluating Graph Machine Learning Models on Diverse Industrial Data
Gleb Bazhenov
,
Oleg Platonov
,
Liudmila Prokhorenkova
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Poster
Readers:
Everyone
Synthesize-on-Graph: Knowledgeable Synthetic Data Generation for Continued Pre-training of Large Language Models
Shengjie Ma
,
Xuhui Jiang
,
Chengjin Xu
,
Cehao Yang
,
Liyu Zhang
,
Jiaxin Mao
,
Jian Guo
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Poster
Readers:
Everyone
An Improved and Generalised Analysis for Spectral Clustering
George Tyler
,
Luca Zanetti
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Poster
Readers:
Everyone
TopoGeoNet: A Scalable Topological and Geometric Learning Framework for Spatial Graph
Zhishang Luo
,
Zhili Xiong
,
Samantha Chen
,
David Z. Pan
,
Yusu Wang
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Poster
Readers:
Everyone
Leveraging Classical Algorithms for Graph Neural Networks
Jason Wu
,
Petar Veličković
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Poster
Readers:
Everyone
KNARsack: Teaching Neural Algorithmic Reasoners to Solve Pseudo-Polynomial Problems
Stjepan Požgaj
,
Dobrik Georgiev Georgiev
,
Marin Šilić
,
Petar Veličković
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Poster
Readers:
Everyone
Generative Latent Space Dynamics of Electron Density
Yuan Chiang
,
Youngsoo Choi
,
Daniel Osei-Kuffuor
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Poster
Readers:
Everyone
Differentiable Community Detection with Graph Neural Networks and Stochastic Block Models
William Arliss
,
W. Graham Mueller
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Oral
Readers:
Everyone
RotaTouille: Rotation Equivariant Deep Learning for Contours
Odin Hoff Gardaa
,
Nello Blaser
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Poster
Readers:
Everyone
Graph-Guided Time Series Generation with Applications to Financial Correlation Modeling
Howard Caulfield
,
James Gleeson
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Poster
Readers:
Everyone
SearchViG: Optimal Vision GNNs via Ramanujan Spectral Optimization
Mustafa Munir
,
Md Mostafijur Rahman
,
Xiwen Wei
,
Yuedong Yang
,
Radu Marculescu
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Poster
Readers:
Everyone
Flow Divergence: Comparing Hierarchical Network Partitions based on Relative Entropy
Christopher Blöcker
,
Ingo Scholtes
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Poster
Readers:
Everyone
Relaxed Equivariance via Multitask Learning
Ahmed A. A. Elhag
,
T. Konstantin Rusch
,
Francesco Di Giovanni
,
Michael M. Bronstein
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Poster
Readers:
Everyone
Link Prediction with Untrained Message Passing Layers
Lisi Qarkaxhija
,
Anatol E. Wegner
,
Ingo Scholtes
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Poster
Readers:
Everyone
Weisfeiler and Leman Follow the Arrow of Time: Expressive Power of Message Passing in Temporal Event Graphs
Franziska Heeg
,
Jonas Sauer
,
Petra Mutzel
,
Ingo Scholtes
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Poster
Readers:
Everyone
FLORA: GNNs as Predictors of Agentic Workflow Performances
Yuanshuo Zhang
,
Yuchen Hou
,
Bohan Tang
,
Shuo Chen
,
Muhan Zhang
,
Xiaowen Dong
,
Siheng Chen
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Poster
Readers:
Everyone
Controllable Generation of Drug-like Molecules with Multi-modal Variational Flow
Fang Sun
,
Zhihao Zhan
,
Hongyu Guo
,
Ming Zhang
,
Jian Tang
,
Yizhou Sun
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Poster
Readers:
Everyone
Low-Shot Graph Learning with Topological and Spectral Embeddings
Sai Karthik Navuluru
,
Surbhi Kumar
,
Baris Coskunuzer
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Poster
Readers:
Everyone
One Model, Any Conjunctive Query: Graph Neural Networks for Answering Queries over Incomplete Knowledge Graphs
Krzysztof Olejniczak
,
Xingyue Huang
,
Mikhail Galkin
,
Ismail Ilkan Ceylan
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Oral
Readers:
Everyone
Efficient Neural Common Neighbor for Temporal Graph Link Prediction
Xiaohui Zhang
,
Yanbo Wang
,
Xiyuan Wang
,
Muhan Zhang
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Oral
Readers:
Everyone
Bring Complex Geometric Information to LLMs: A Positional Survey of Graph Parametric Representation
Dongqi Fu
,
Liri Fang
,
Zihao Li
,
Zhe Xu
,
Hanghang Tong
,
Vetle I Torvik
,
Jingrui He
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Poster
Readers:
Everyone
Random Forest Autoencoders for Guided Representation Learning
Adrien Aumon
,
Shuang Ni
,
Myriam Lizotte
,
Guy Wolf
,
Kevin R. Moon
,
Jake Slater Rhodes
Published: 23 Oct 2025, Last Modified: 08 Nov 2025
LOG 2025 Poster
Readers:
Everyone
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