Author

Nesreen K. Ahmed

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#artificial intelligence Review Apr 2026

D3-Gym: Constructing Real-World Verifiable Environments for Data-Driven Discovery

D3-Gym is introduced, the first automatically constructed dataset with verifiable environments for scientific Data-Driven Discovery, and how D3-Gym environments can serve as a testbed for studying agentic optimization loops such as Autoresearch on real scientific workflows.

Hanane Nour Moussa, Yi-Fei Li, Zhuo-Yang Li et al. · arXiv.org · 0 citations

Preprint Jul 2026

Multi-turn RL with Structural and Performance Aware Rewards for CUDA Kernel Generation

Empirical findings suggest that CudaPerf significantly outperforms strong baselines, including Qwen-3-32B and CUDA Agent by achieving up to 5X and 3.32X improvements in speedup, and 17%&7% improvements in correctness, respectively.

Q. I. Mahmud, Nesreen K. Ahmed, Ali Jannesari · 0 citations