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| Partner | Project | Outcome | |---------|---------|---------| | | “Responsible AI for Enterprise Graphs” (2017‑2020) | Delivered a suite of APIs for bias detection in knowledge graphs; integrated into Azure Cognitive Services. | | Google AI | “Multilingual Conversational Agents” (2021‑2023) | Contributed to the “Multilingual BERT” fine‑tuning pipeline now used in Google Assistant for 15 low‑resource languages. | | NVIDIA | “Hardware‑Accelerated Graph Neural Networks” (2022‑2024) | Co‑designed GPU kernels for HGNNs, resulting in a 4× speedup over baseline implementations; incorporated into the NVIDIA cuGraph library. | | World Health Organization | “Misinformation Early‑Warning System” (2020‑2022) | Built a real‑time dashboard that flags emerging health‑related false narratives; currently used in 12 countries. | pratiba irudayaraj top
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