most citedRobult: Leveraging Redundancy and Modality Specific Features for Robust Multimodal Learning

2 citations · 2 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CL2026

Error-Supervised Synthetic Learner Writing for Automated Essay Scoring

Duy Anh Nguyen

Synthetic essays can help reduce dependence on human-written data in Automated Essay Scoring (AES). However, they often lack realistic errors, limiting their ability to represent a…

cs.CL2026

Does Continued Pretraining on a Learner Corpus Improve Automated Essay Scoring on English Proficiency Tests? Evidence from EFCAMDAT

Duy Anh Nguyen

Automated Essay Scoring (AES) for English proficiency assessment increasingly relies on pretrained transformer models, yet these models are typically trained on general-domain Engl…

cs.CL2026

PRISM: A Multi-Dimensional Benchmark for Evaluating LLM Peer Reviewers

Ngoc Phan Phuoc Loc, Toan Huynh La Viet, Thanh Tran Khanh +8

The rapid growth in submissions to machine learning venues has strained the scientific peer-review system and intensified interest in LLM-based automated peer reviewers. However, h…

cs.IR2025

SPAR: Session-based Pipeline for Adaptive Retrieval on Legacy File Systems

Duy A. Nguyen, Hai H. Do, Minh Doan +1

The ability to extract value from historical data is essential for enterprise decision-making. However, much of this information remains inaccessible within large legacy file syste…

cs.LG2025★ 2 cited

Robult: Leveraging Redundancy and Modality Specific Features for Robust Multimodal Learning

Duy A. Nguyen, Abhi Kamboj, Minh N. Do

Addressing missing modalities and limited labeled data is crucial for advancing robust multimodal learning. We propose Robult, a scalable framework designed to mitigate these chall…

cs.LG2025

Are you SURE? Enhancing Multimodal Pretraining with Missing Modalities through Uncertainty Estimation

Duy A. Nguyen, Quan Huu Do, Khoa D. Doan +1

Multimodal learning has demonstrated incredible successes by integrating diverse data sources, yet it often relies on the availability of all modalities - an assumption that rarely…