Equation discovery with Bayesian tree-adjoining grammars

arXiv:2609.31368 · stat.ML, cs.LG, cs.SY, eess.SY, stat.CO · Submitted 2026-09-25 · Read on arXiv

stat.ML, cs.LG, cs.SY, eess.SY, stat.CO

Submitted: 2026-09-25

Updated: 2026-09-25

Terminology

• Tree-Adjoining Grammar — 32× in this paper
• System Identification — 15× in this paper · explained in 3 episodes
• Bayesian Inference — 9× in this paper · explained in 5 episodes
• Benchmark — 8× in this paper · explained in 2 episodes
• Fidelity — 6× in this paper · explained in 2 episodes
• Adaptation — 5× in this paper · explained in 1 episode
• Benchmarking — 2× in this paper · explained in 3 episodes
• Calibration — 2× in this paper · explained in 7 episodes
• Trace — 2× in this paper · explained in 2 episodes
• Adaptive Algorithm — 1× in this paper · explained in 1 episode
• Approximate Bayesian Computation — 1× in this paper
• Bayesian Framework — 1× in this paper · explained in 3 episodes
• Classification And Regression Tree — 1× in this paper
• Computational Fluid Dynamics — 1× in this paper
• Epistemic Uncertainty — 1× in this paper · explained in 9 episodes
• Evolutionary Algorithms — 1× in this paper
• Model-Predicted Output — 1× in this paper
• Normalised Mean-Square Error — 1× in this paper
• One-Step Ahead — 1× in this paper
• Pruning — 1× in this paper · explained in 4 episodes
• Quantifying Uncertainty — 1× in this paper · explained in 5 episodes
• Simulation-based Inference — 1× in this paper · explained in 2 episodes
• Symbolic Regression — 1× in this paper · explained in 5 episodes

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