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reinforcement learning

2,285 papers

#reinforcement learning Open access Sep 2026

Verified Deep Learning with Lean 4

A formal verification of the math of modern deep learning, written as a Lean 4 blueprint project and shipped as the code it proves. Mathlib's fderiv is the foundation; every layer's backward is derived as a vector-Jacobian product rather than asserted -- dense, ReLU, softmax cross-entropy, 2D convolution, max-pool, Bat...

Brett Koonce · 0 citations
#reinforcement learning Dataset Open access Sep 2026

Reproducibility package for "Formulation-holdout validation for reliable machine learning in replicated materials experiments: an AA6061 composite case study"

This record contains the complete reproducibility package supporting the manuscript "Formulation-holdout validation for reliable machine learning in replicated materials experiments: an AA6061 composite case study." The study evaluates 12 independently prepared AA6061 hybrid-composite specimens nested within four reinf...

Obinna Onyebuchi Barah, Milon Selvam Dennison, Akpan Samuel Cletus · 0 citations
#reinforcement learning Open access Sep 2026

Strategi Guru Tahfiz dalam Memotivasi Siswa Menghafal al-Qur’an di SMPN 6 Gunung Talang Kabupaten Solok

Tahfiz teachers’ strategies for motivating students to memorize the Qur’an are important for sustaining school tahfiz programs. However, studies specifically describing these strategies in the context of public junior high schools remain limited. This study aimed to analyze the strategies used by tahfiz teachers to mot...

Kurnia Yunil Fitri, Alimir · 0 citations
#reinforcement learning Dataset Open access Sep 2026

Reproducibility package for "Formulation-holdout validation for reliable machine learning in replicated materials experiments: an AA6061 composite case study"

This record contains the complete reproducibility package supporting the manuscript "Formulation-holdout validation for reliable machine learning in replicated materials experiments: an AA6061 composite case study." The study evaluates 12 independently prepared AA6061 hybrid-composite specimens nested within four reinf...

Obinna Onyebuchi Barah, Milon Selvam Dennison, Akpan Samuel Cletus · 0 citations

Trajectory Tracking Control for UUVs Based on Deep Reinforcement Learning

The DDPG-DLPID, an adaptive motion controller, including a Deep Deterministic Policy Gradient (DDPG) reinforcement learning that can acquire the parameters of PID controllers is introduced, which achieves faster response and higher tracking accuracy, while substantially reducing tracking errors under interference condi...

Ling Wang, Yan Shi · 0 citations

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Microsoft Research Blog Oct 12, 2026

Simulating student learning for better AI tutoring

StudentSim is a research system for evaluating and improving AI tutoring tools before they are tested with learners. It models how individuals may engage with tutors, giving feedback to improve tutor performance across subjects like chess, writing, and mathematics. The post Simulating student learning for better AI tutoring appeared first on Microsoft Research.

MIT News · Artificial Intelligence Oct 7, 2026

Discovering the value of humanistic inquiry

Students in MIT’s Concourse program delve deeply into the human condition, debate challenging questions, and learn to develop judgment about issues that can’t be quantified.

Microsoft Research Blog Oct 7, 2026

Agent Lightning v1.0: A 3,500-Line Lightweight Agentic RL Framework for Training Agents with Real Harnesses

Training AI agents with reinforcement learning can be challenging because their tools, context, and decision-making are managed by complex frameworks. Agent Lightning connects existing agents to RL training, making it easier to improve them without rebuilding them. The post Agent Lightning v1.0: A 3,500-Line Lightweight Agentic RL Framework for Training Agents with Real Harnesses appeared first on Microsoft Research.

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