MP
Michal Podstawski
cs.LGcs.DCcs.CLcs.AIcs.DBcs.DScs.IRcs.CVcs.HCcs.MM
On Valency
published · living versionsW_teubtmv5·v1 · currentpublished
W_jxrfu4zg·v1published
Preprints & journals
17 papers in the corpus · 2019–2026Big Claims, Small Margins: Do Reported GraphLLM Gains Survive Simple Baselines?2610.28714v1 · Michal Podstawski2026 · 0 citationsarXivon Valency
SLM-Conditioned Hierarchical Relation Routing for Labeled Property Graph Learning2608.26132v1 · Michal Podstawski2026 · 0 citationsarXiv
Closed-Loop Graph Algorithm Execution with Small Language Models: Step Accuracy and Rollout Reliability2606.24980v1 · Michal Podstawski2026 · 0 citationsarXiv
Generalization Boundaries of Fine-Tuned Small Language Models for Graph Structural Inference2604.18092v1 · Michal Podstawski2026 · 0 citationsarXiv
Graph Property Inference in Small Language Models: Effects of Representation and Reasoning Strategy2603.06635v2 · Michal Podstawski2026 · 0 citationsarXiv
TinyGraphEstimator: Adapting Lightweight Language Models for Graph Structure Inference2510.08808v4 · Michal Podstawski2025 · 1 citationarXiv
Applying Text Embedding Models for Efficient Analysis in Labeled Property Graphs2507.10772v4 · Michal Podstawski2025 · 0 citationsarXiv
EdgeWisePersona: A Dataset for On-Device User Profiling from Natural Language Interactions2505.11417v1 · Patryk Bartkowiak, Michal Podstawski2025 · 0 citationsarXiv
Face Consistency Benchmark for GenAI Video2505.11425v1 · Michal Podstawski, Malgorzata Kudelska, Haohong Wang2025 · 0 citationsarXiv
Multi-Head RAG: Solving Multi-Aspect Problems with LLMs2406.05085v6 · Maciej Besta, Ales Kubicek, Robert Gerstenberger et al.2024 · 3 citationsarXiv
Graph of Thoughts: Solving Elaborate Problems with Large Language Models2308.09687v4 · Maciej Besta, Nils Blach, Ales Kubicek et al.2023 · 555 citationsProceedings of the AAAI Conference on Artificial Intelligence 2024 (AAAI'24)
The Graph Database Interface: Scaling Online Transactional and Analytical Graph Workloads to Hundreds of Thousands of Cores2305.11162v3 · Maciej Besta, Robert Gerstenberger, Marc Fischer et al.2023 · 13 citationsProceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis, 2023 (SC '23)
Neural Graph Databases2209.09732v2 · Maciej Besta, Patrick Iff, Florian Scheidl et al.2022 · 3 citationsLearning on Graphs (LOG) 2022
ProbGraph: High-Performance and High-Accuracy Graph Mining with Probabilistic Set Representations2208.11469v3 · Maciej Besta, Cesare Miglioli, Paolo Sylos Labini et al.2022 · 7 citationsProceedings of the ACM/IEEE International Conference on High Performance Computing, Networking, Storage and Analysis, November 2022
SeBS: A Serverless Benchmark Suite for Function-as-a-Service Computing2012.14132v2 · Marcin Copik, Grzegorz Kwasniewski, Maciej Besta et al.2020 · 21 citationsarXiv
To Push or To Pull: On Reducing Communication and Synchronization in Graph Computations2010.16012v1 · Maciej Besta, Michal Podstawski, Linus Groner et al.2020 · 10 citationsProceedings of the 26th ACM International Symposium on High-Performance Parallel and Distributed Computing (HPDC'17), 2017
Demystifying Graph Databases: Analysis and Taxonomy of Data Organization, System Designs, and Graph Queries1910.09017v8 · Maciej Besta, Robert Gerstenberger, Emanuel Peter et al.2019 · 145 citationsarXiv
Career total: 39 works. 17 are in this corpus.
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