2017 · AI evaluation
Deep Reinforcement Learning that Matters
Selected research in ai evaluation. Read the full paper, including the methods, experiments, and reported results.
Paper & contextJoelle Pineau
Studying reproducibility and evaluation in machine learning.
Pineau studies reinforcement learning and the reliability of machine-learning research. These papers connect reproducible experiments with evaluation, continual learning, and the broader consequences of releasing foundation models.
Selected work
10 papers
2020 · AI evaluation
Improving Reproducibility in Machine Learning Research (A Report from the NeurIPS 2019 Reproducibility Program)
Selected research in ai evaluation. Read the full paper, including the methods, experiments, and reported results.
Paper & context2026 · AI evaluation
Tiny Aya: Bridging Scale and Multilingual Depth
Selected research in ai evaluation. Read the full paper, including the methods, experiments, and reported results.
Paper & context2025 · Computer vision
Advancing Science- and Evidence-based AI Policy
Selected research in computer vision, ai evaluation. Read the full paper, including the methods, experiments, and reported results.
Paper & context2025 · AI evaluation
Safe Domain Randomization via Uncertainty-Aware Out-of-Distribution Detection and Policy Adaptation
Selected research in ai evaluation. Read the full paper, including the methods, experiments, and reported results.
Paper & context2024 · AI evaluation
On the Societal Impact of Open Foundation Models
Selected research in ai evaluation. Read the full paper, including the methods, experiments, and reported results.
Paper & context2022 · AI evaluation
The Curious Case of Absolute Position Embeddings
Selected research in ai evaluation. Read the full paper, including the methods, experiments, and reported results.
Paper & context2022 · Language models
Questions Are All You Need to Train a Dense Passage Retriever
Selected research in language models, ai evaluation. Read the full paper, including the methods, experiments, and reported results.
Paper & context2022 · Language models
Improving Passage Retrieval with Zero-Shot Question Generation
Selected research in language models, ai evaluation. Read the full paper, including the methods, experiments, and reported results.
Paper & context2022 · AI evaluation
New Insights on Reducing Abrupt Representation Change in Online Continual Learning
Selected research in ai evaluation. Read the full paper, including the methods, experiments, and reported results.
Paper & contextAn independent editorial profile. Inclusion does not imply Council membership or endorsement. Research is collaborative; coauthorship does not imply sole credit.
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