Xi Yu

Gated Information Bottleneck for Generalization in Sequential Environments

2021 · arXiv (Cornell University)

Deep neural networks suffer from poor generalization to unseen environments when the underlying data distribution is different from that in the training set. By learning minimum sufficient representations from training data, the information bottleneck (IB) …

FinerDedup: Sifting Fingerprints for Efficient Data Deduplication on Mobile Devices

2024

Data deduplication is promised to extend the lifetime and capacity of storage on mobile devices. However, existing data deduplication works show high memory consumption and indexing costs for maintaining a fingerprint for each data block, …