Research map / Probabilistic and scientific modeling / Variational and generative sampling
A Compositional Atlas of Tractable Circuit Operations for Probabilistic Inference
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use compositional atlas pipeline instead of custom KLD algorithm | KL divergence over circuits · DNA | KLD time (s): 220.377 -> 64.664 | Helped |
| use atlas pipeline instead of custom KLD algorithm | KL divergence over circuits · KDD | KLD time (s): 0.790 -> 3.154 | Hurt |
| use atlas pipeline instead of custom entropy algorithm | Shannon entropy over circuits · KDD | entropy time (s): 0.001 -> 0.157 | Hurt |
Closest papers by meaning
- A Compositional Atlas for Algebraic Circuits (NeurIPS 2024 · similarity 0.91)
- On the Hardness of Approximating Distributions with Tractable Probabilistic Models (NeurIPS 2025 · similarity 0.91)
- On the Expressive Power of Tree-Structured Probabilistic Circuits (NeurIPS 2024 · similarity 0.88)
- The Expressivity Boundary of Probabilistic Circuits: A Comparison with Large Language Models (NeurIPS 2026 · similarity 0.88)
- Sum of Squares Circuits (AAAI 2025 · similarity 0.87)
- The Computational Complexity of Circuit Discovery for Inner Interpretability (ICLR 2025 · similarity 0.87)
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