13 citations · 20 across the 8 of their papers we have counts for
8 papers
CUPID in the Model Zoo: Online Matchmaking for Selecting Your Dream LLM
Son Nguyen, Xinyuan Liu, Ransalu Senanayake
Users increasingly face the challenge of selecting an appropriate LLM for a given task from a rapidly growing pool of LLMs, each with distinct but often opaque latent properties. C…
LLM Routing as Reasoning: A MaxSAT View
Son Nguyen, Xinyuan Liu, Ransalu Senanayake
Routing a query through an appropriate LLM is challenging, particularly when user preferences are expressed in natural language and model attributes are only partially observable.…
MEMETRON: Metaheuristic Mechanisms for Test-time Response Optimization of Large Language Models
Son The Nguyen, Theja Tulabandhula
Large language models (LLMs) are increasingly used for both open-ended and structured tasks, yet their inference-time behavior is still largely dictated by heuristic decoding strat…
CURATRON: Complete and Robust Preference Data for Rigorous Alignment of Large Language Models
Son The Nguyen, Niranjan Uma Naresh, Theja Tulabandhula
This paper addresses the challenges of aligning large language models (LLMs) with human values via preference learning (PL), focusing on incomplete and corrupted data in preference…
User Friendly and Adaptable Discriminative AI: Using the Lessons from the Success of LLMs and Image Generation Models
Son The Nguyen, Theja Tulabandhula, Mary Beth Watson-Manheim
While there is significant interest in using generative AI tools as general-purpose models for specific ML applications, discriminative models are much more widely deployed current…
Dynamic Tiling: A Model-Agnostic, Adaptive, Scalable, and Inference-Data-Centric Approach for Efficient and Accurate Small Object Detection
Son The Nguyen, Theja Tulabandhula, Duy Nguyen
We introduce Dynamic Tiling, a model-agnostic, adaptive, and scalable approach for small object detection, anchored in our inference-data-centric philosophy. Dynamic Tiling starts…
Generative AI for Business Strategy: Using Foundation Models to Create Business Strategy Tools
Son The Nguyen, Theja Tulabandhula
Generative models (foundation models) such as LLMs (large language models) are having a large impact on multiple fields. In this work, we propose the use of such models for busines…
Estimating the Personality of White-Box Language Models
Saketh Reddy Karra, Son The Nguyen, Theja Tulabandhula
Technology for open-ended language generation, a key application of artificial intelligence, has advanced to a great extent in recent years. Large-scale language models, which are…