Posts

All posts, articles, and research write-ups.

• A Scalable Neural Shortlisting-Reranking Approach for Large-Scale Domain Classification in Natural Language Understanding

  1 Jun, 2018

  Published at NAACL 2018. Introduces a two-stage neural shortlisting and reranking approach for ultra large-scale conversational NLU across 1,500+ domains.

• Adversarial Adaptation of Synthetic or Stale Data in NLU Systems

  30 Jul, 2017

  Published at ACL 2017. A novel adversarial neural domain adaptation framework that bridges distribution mismatch caused by synthetic and stale training data in NLU systems.

• Domain Attention with an Ensemble of Experts in Conversational AI

  28 Jul, 2017

  Published at ACL 2017. An ensemble-of-experts model with domain attention for adapting conversational systems to new domains without full retraining.

• Adaptive Data Transmission in the Cloud

  24 Jun, 2013

  Published at IEEE/ACM IWQoS 2013. Introduces Adaptive TCP (ATCP), a lightweight end-host protocol prioritizing latency-sensitive short flows over background bulk traffic in cloud data centers.