Search Results for author: Sunny Duan

Found 4 papers, 0 papers with code

Uncovering Latent Memories: Assessing Data Leakage and Memorization Patterns in Frontier AI Models

no code implementations20 Jun 2024 Sunny Duan, Mikail Khona, Abhiram Iyer, Rylan Schaeffer, Ila R Fiete

Frontier AI systems are making transformative impacts across society, but such benefits are not without costs: models trained on web-scale datasets containing personal and private data raise profound concerns about data privacy and security.

Memorization

See and Copy: Generation of complex compositional movements from modular and geometric RNN representations

no code implementations5 Oct 2022 Sunny Duan, Mikail Khona, Adrian Bertagnoli, Sarthak Chandra, Ila Fiete

A hallmark of biological intelligence and control is combinatorial generalization: animals are able to learn various things, then piece them together in new combinations to produce appropriate outputs for new tasks.

Unsupervised Model Selection for Variational Disentangled Representation Learning

no code implementations ICLR 2020 Sunny Duan, Loic Matthey, Andre Saraiva, Nicholas Watters, Christopher P. Burgess, Alexander Lerchner, Irina Higgins

Disentangled representations have recently been shown to improve fairness, data efficiency and generalisation in simple supervised and reinforcement learning tasks.

Attribute Disentanglement +3

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