Timour Igamberdiev

5 papers · 2022–2024 · 4 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Silver 🐣 Hot Topic Early Bird

Venues

EMNLP (2) ACL (1) COLING (1) EACL (1)

Top co-authors

Ivan Habernal (5) Doan Nam Long Vu (2) Manuel Senge (1) Thomas Arnold (1) Felix Kuennecke (1) Jannik Holmer (1) Zhuo Yu (1)

Research topics

Machine Learning (5) Natural Language Processing (5) Application Areas (5) Security & Privacy (3) Applications (3) Differential Privacy (3) Generation (3) Deep Learning (1) Architectures (1) Optimization & Theory (1) Techniques (1)

Keywords

differential privacy (4) text rewriting (2) neural machine translation (2) text classification (1) stochastic gradient descent (1) text generation (1) noise reduction (1) language model (1) pre-trained language model (1) membership inference (1) privacy guarantee (1) local differential privacy (1) model performance (1) natural language processing (1)

Papers

DP-NMT: Scalable Differentially Private Machine Translation EACL 2024 Granularity is crucial when applying differential privacy to text: An investigation for neural machine translation EMNLP 2024 DP-BART for Privatized Text Rewriting under Local Differential Privacy ACL 2023 DP-Rewrite: Towards Reproducibility and Transparency in Differentially Private Text Rewriting COLING 2022 One size does not fit all: Investigating strategies for differentially-private learning across NLP tasks EMNLP 2022