Research map / Probabilistic and scientific modeling / Dynamical systems
Dynamic Neural Relational Inference
Check your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| predict a separate relation at every time step instead of using static relations | NRI · Synthetic physics simulations | relation prediction F1: 27.1 -> 54.3 | Helped |
| predict a separate relation at every time step instead of using static relations | NRI · CMU motion capture subject #35 | MSE | Helped |
| predict a separate relation at every time step instead of using static relations | NRI · CMU motion capture subject #118 | MSE | Helped |
| predict a separate relation at every time step instead of using static relations | NRI · Basketball player trajectories | MSE | Helped |
| model multiple types of interactions with dNRI | FCGraph · inD traffic trajectories | MSE | Helped |
Closest papers by meaning
- A Graph Dynamics Prior for Relational Inference (AAAI 2024 · similarity 0.86)
- Online Relational Inference for Evolving Multi-agent Interacting Systems (NeurIPS 2024 · similarity 0.86)
- Neural Temporal Point Processes for Forecasting Directional Relations in Evolving Hypergraphs (AAAI 2025 · similarity 0.85)
- Deep Representation Learning for Forecasting Recursive and Multi-Relational Events in Temporal Networks (AAAI 2025 · similarity 0.85)
- Generating Hypotheses of Dynamic Causal Graphs in Neuroscience: Leveraging Generative Factor Models of Observed Time Series (ICML 2025 · similarity 0.84)
- Interpretable Relational Inference with LLM-Guided Symbolic Dynamics Modeling (NeurIPS 2026 · similarity 0.83)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.