Research map / Probabilistic and scientific modeling / Dynamical systems
Efficient inference for time-varying behavior during learning
Read the paperCheck 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 |
|---|---|---|---|
| add choice, answer and sensory history weights to the dynamic model (ablation) | dynamic logistic regression (PsyTrack) · rat 2AFC delayed discrimination | cross-validated log-likelihood: 20% boost | Helped |
| include history weights so predictions can be near-certain on easy trials (ablation) | dynamic logistic regression · rat data, predicted accuracy | prediction confidence: basic model never more than 90% confident; history-aware has many near 100% | Helped |
| fit separate volatility hyperparameter per weight instead of one shared sigma (ablation) | dynamic logistic regression · behavior data | fit accuracy | Helped |
| decoupled Laplace approximation for hyperparameter optimization | dynamic logistic regression · simulated data | hyperparameter recovery | Helped |
Closest papers by meaning
- Flexible inference for animal learning rules using neural networks (NeurIPS 2025 · similarity 0.87)
- Modeling Dynamic Neural Activity by combining Naturalistic Video Stimuli and Stimulus-independent Latent Factors (NeurIPS 2025 · similarity 0.86)
- Inverse Reinforcement Learning with Switching Rewards and History Dependency for Characterizing Animal Behaviors (ICML 2025 · similarity 0.86)
- CogReact: A Reinforced Framework to Model Human Cognitive Reaction Modulated by Dynamic Intervention (ICML 2025 · similarity 0.85)
- Causal Inference in the Closed-Loop: Marginal Structural Models for Sequential Excursion Effects (NeurIPS 2024 · similarity 0.85)
- BLEND: Behavior-guided Neural Population Dynamics Modeling via Privileged Knowledge Distillation (ICLR 2025 · similarity 0.85)
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.