Research map / Learning theory and algorithms / Prediction and decision losses
Maximum Entropy Monte-Carlo Planning
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| replace UCT with MENTS (softmax backup, E2W tree policy) | UCT · Atari Breakout | game score: 367 -> 386 | Helped |
| replace UCT with MENTS (softmax backup, E2W tree policy) | UCT · Atari Q*bert | game score: 16010 -> 18336 | Helped |
| replace UCT with MENTS (softmax backup, E2W tree policy) | UCT · Atari SpaceInvaders | game score: 656 -> 1503 | Helped |
| replace UCT with MENTS (softmax backup, E2W tree policy) | UCT · Atari BeamRider | game score: 21952 -> 18576 | No clear effect |
| replace UCT with MENTS (softmax backup, E2W tree policy) | UCT · Atari Seaquest | game score: 1129 -> 1161 | No clear effect |
| replace UCT with MENTS | UCT · synthetic tree, d=1 bandit | planning error | Hurt |
| replace UCT with MENTS | UCT · synthetic tree, d>1 (k=8 d=5 etc.) | planning error | Helped |
| use softmax value estimate in MENTS instead of Monte Carlo average in UCT | UCT · synthetic tree value estimation | value estimation error | Helped |
Closest papers by meaning
- Threshold UCT: Cost-Constrained Monte Carlo Tree Search with Pareto Curves (AAAI 2025 · similarity 0.89)
- Online Robust Reinforcement Learning Through Monte-Carlo Planning (ICML 2025 · similarity 0.88)
- Power Mean Estimation in Stochastic Continuous Monte-Carlo Tree Search (ICML 2025 · similarity 0.88)
- Monte Carlo Tree Search in the Presence of Transition Uncertainty (AAAI 2024 · similarity 0.88)
- Graph-Based Stochastic-Power-UCT: Monte-Carlo Graph Search with Power Mean Estimation (NeurIPS 2026 · similarity 0.87)
- Monte-Carlo Tree Search with Uncertainty Propagation via Optimal Transport (ICML 2025 · similarity 0.87)
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