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Reasoning

2,964 papers

Papers per year

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14
131
832
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Papers

ELASTIC: Numerical Reasoning with Adaptive Symbolic Compiler NIPS 2022
Learning Symmetric Rules with SATNet NIPS 2022
Drawing out of Distribution with Neuro-Symbolic Generative Models NIPS 2022
Logical Credal Networks NIPS 2022
STaR: Bootstrapping Reasoning With Reasoning NIPS 2022
A composable machine-learning approach for steady-state simulations on high-resolution grids NIPS 2022
Large-Scale Differentiable Causal Discovery of Factor Graphs NIPS 2022
GALOIS: Boosting Deep Reinforcement Learning via Generalizable Logic Synthesis NIPS 2022
End-to-end Algorithm Synthesis with Recurrent Networks: Extrapolation without Overthinking NIPS 2022
Graph Neural Networks are Dynamic Programmers NIPS 2022
Meta-Learning Dynamics Forecasting Using Task Inference NIPS 2022
Large Language Models are Zero-Shot Reasoners NIPS 2022
Towards Out-of-Distribution Sequential Event Prediction: A Causal Treatment NIPS 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models NIPS 2022
Constants of motion network NIPS 2022
Deep Attentive Belief Propagation: Integrating Reasoning and Learning for Solving Constraint Optimization Problems NIPS 2022
HyperTree Proof Search for Neural Theorem Proving NIPS 2022
Neural Abstractions NIPS 2022
On the Learning Mechanisms in Physical Reasoning NIPS 2022
Semantic Probabilistic Layers for Neuro-Symbolic Learning NIPS 2022
Learning Robust Rule Representations for Abstract Reasoning via Internal Inferences NIPS 2022
How to talk so AI will learn: Instructions, descriptions, and autonomy NIPS 2022
Improving Certified Robustness via Statistical Learning with Logical Reasoning NIPS 2022
An Adaptive Deep RL Method for Non-Stationary Environments with Piecewise Stable Context NIPS 2022
Chain of Thought Imitation with Procedure Cloning NIPS 2022