Stephan Günnemann
~Stephan_Günnemann1
43
论文总数
21.5
年均投稿
平均评分
接收情况31/43
会议分布
ICLR
22
NeurIPS
14
ICML
7
发表论文 (43 篇)
202526 篇
4
A Probabilistic Perspective on Unlearning and Alignment for Large Language Models
ICLR 2025Oral
3
Provably Reliable Conformal Prediction Sets in the Presence of Data Poisoning
ICLR 2025Spotlight
4
Exact Certification of (Graph) Neural Networks Against Label Poisoning
ICLR 2025Spotlight
4
Learning Equivariant Non-Local Electron Density Functionals
ICLR 2025Spotlight
4
Efficient Time Series Processing for Transformers and State-Space Models through Token Merging
ICLR 2025Rejected
4
Graph Neural Networks for Edge Signals: Orientation Equivariance and Invariance
ICLR 2025Poster
4
What Expressivity Theory Misses: Message Passing Complexity for GNNs
NeurIPS 2025Spotlight
4
UnHiPPO: Uncertainty-aware Initialization for State Space Models
ICML 2025Poster
4
Efficient Time Series Processing for Transformers and State-Space Models through Token Merging
ICML 2025Poster
4
Consistent Sampling and Simulation: Molecular Dynamics with Energy-Based Diffusion Models
NeurIPS 2025Poster
4
Joint Relational Database Generation via Graph-Conditional Diffusion Models
NeurIPS 2025Poster
4
Unlocking Point Processes through Point Set Diffusion
ICLR 2025Poster
4
Uncertainty Estimation for Heterophilic Graphs Through the Lens of Information Theory
ICML 2025Poster
4
Enforcing Latent Euclidean Geometry in Single-Cell VAEs for Manifold Interpolation
ICML 2025Spotlight
4
A Unified Approach Towards Active Learning and Out-of-Distribution Detection
ICLR 2025withdrawn
4
Enforcing Latent Euclidean Geometry in VAEs for Statistical Manifold Interpolation
ICLR 2025Rejected
4
Provable Robustness of (Graph) Neural Networks Against Data Poisoning and Backdoors
ICLR 2025Rejected
4
TreeGen: A Bayesian Generative Model for Hierarchies
NeurIPS 2025Poster
4
The Geometry of Refusal in Large Language Models: Concept Cones and Representational Independence
ICML 2025Poster
4
Adversarial Robustness of Graph Transformers
ICLR 2025Rejected
4
Flow Matching with Gaussian Process Priors for Probabilistic Time Series Forecasting
ICLR 2025Poster
4
Lift Your Molecules: Molecular Graph Generation in Latent Euclidean Space
ICLR 2025Poster
4
MAGNet: Motif-Agnostic Generation of Molecules from Scaffolds
ICLR 2025Spotlight
4
Modeling Microenvironment Trajectories on Spatial Transcriptomics with NicheFlow
NeurIPS 2025Poster
4
REINFORCE Adversarial Attacks on Large Language Models: An Adaptive, Distributional, and Semantic Objective
ICML 2025Poster
3
Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting
ICML 2025Spotlight
202417 篇
4
Neural Pfaffians: Solving Many Many-Electron Schrödinger Equations
NeurIPS 2024Oral
4
Navigating the Impending Arms Race between Attacks and Defenses in LLMs
ICLR 2024withdrawn
6
Robustness Evaluation Using Local Substitute Networks
ICLR 2024withdrawn
3
Efficient Adversarial Training in LLMs with Continuous Attacks
NeurIPS 2024Spotlight
3
Energy-based Epistemic Uncertainty for Graph Neural Networks
NeurIPS 2024Spotlight
4
Spatio-Spectral Graph Neural Networks
NeurIPS 2024Poster
5
Unified Mechanism-Specific Amplification by Subsampling and Group Privacy Amplification
NeurIPS 2024Poster
5
Expected Probabilistic Hierarchies
NeurIPS 2024Poster
4
Shaving Weights with Occam's Razor: Bayesian Sparsification for Neural Networks using the Marginal Likelihood
NeurIPS 2024Poster
4
From Zero to Turbulence: Generative Modeling for 3D Flow Simulation
ICLR 2024Poster
3
Expected Probabilistic Hierarchies
ICLR 2024Rejected
4
Assessing Robustness via Score-based Adversarial Image Generation
ICLR 2024Rejected
4
Latent Space Simulator for Unveiling Molecular Free Energy Landscapes and Predicting Transition Dynamics
ICLR 2024withdrawn
4
Uncertainty for Active Learning on Graphs
ICLR 2024Rejected
5
Unified Guidance for Geometry-Conditioned Molecular Generation
NeurIPS 2024Poster
4
Soft Prompt Threats: Attacking Safety Alignment and Unlearning in Open-Source LLMs through the Embedding Space
NeurIPS 2024Poster
4
MAGNet: Motif-Agnostic Generation of Molecules from Shapes
ICLR 2024Rejected