Gholamreza (Reza) Haffari
Scholar

Gholamreza (Reza) Haffari

Google Scholar ID: Perjx5EAAAAJ
Monash University and Openstream AI
Natural Language ProcessingMachine LearningArtificial Intelligence
Citations & Impact
All-time
Citations
10,925
 
H-index
43
 
i10-index
136
 
Publications
20
 
Co-authors
17
list available
Publications
20 items
Browse publications on Google Scholar (top-right) ↗
Resume (English only)
Academic Achievements
  • - Multi-agent approach to machine translation of long context (TransAgents) covered in Andrew NG's newsletter
  • - Team presented 3 papers/posters + 1 tutorial at ACL 2024
  • - Trustworthy Generative AI: Towards Safe and Aligned Foundation Models, 840K, 2024-2026
  • - Aligning Large Language Models with Human Intention, eBay Research, 130K, 2024-2027
  • - Exploiting Context in Multilingual Understanding and Generation, ARC Future Fellowship, 850K, 2020-2025
  • - Hierarchical Abstractions and Reasoning for Neuro-Symbolic Systems, 5.5M, 2023-2027
  • - Large-scale multimodal knowledge management: From organization and user modeling to fast contextual presentation, 4M, 2022-2025
  • - Dialogue Assistance for Negotiations in Cross-cultural Settings: A Neuro-Symbolic Computational Approach, 3.4M, 2022-2024
  • - Learning to Learn and Adapt with Less Labels, 3.2M, 2019-2022
  • - Continual Active Learning, eBay Research, 200K, 2022-2023
  • - Document-Wide Neural Machine Translation, eBay Research, 130K, 2020-2021
  • - Effective Multi-Task Learning for Neural Machine Translation, Amazon Faculty Research Award, 113K, 2019-2020
  • - Effective Learning of Document Neural Machine Translation, Google Faculty Research Award, 100K, 2019-2020
  • - Document Machine Translation as Deep Structured Prediction, Google Faculty Research Award, 120K, 2018-2019
  • - Explaining the outcomes of complex models, 430K, ARC DP, 2018-2022
  • - Learning Deep Semantics for Automatic Translation between Human Languages, ARC DP, 450K, 2015-2018
Research Experience
  • - Director of Engagement, Department of Data Science and AI, Monash University, 2024-present
  • - Head of the Language and Speech Processing, OpenStream AI, 2022-present
  • - ARC Future Fellow and Professor, Department of Data Science and AI, Monash University, 2022-present
  • - Director of the Vision and Language Group, Department of Data Science and AI, Monash University, 2020-2024
Education
  • Information not provided
Background
  • Research interests include Neuro-Symbolic AI Agents, Machine Learning (e.g., deep generative models, Bayesian learning and inference, deep causal models, explainable AI, deep reinforcement learning), Knowledge Graphs and LLMs, Efficient and effective LLMs, Continual Learning, Reliable and Safe LLMs, Multilingual and Multimodal Foundation Models, Real-life Applications.
Miscellany
  • Personal interests not provided