3 papers
cs.CV2026
Improving Temporal Action Segmentation via Constraint-Aware Decoding
Yeo Keat Ee, Debaditya Roy, Chen Li +2
Temporal action segmentation (TAS) divides untrimmed videos into labeled action segments. While fully supervised methods have advanced the field, challenges such as action variabil…
cs.CV2026
Neuro Symbolic Knowledge Reasoning for Procedural Video Question Answering
Basura Fernando, Thanh-Son Nguyen, Hong Yang +3
In this work we present Knowledge Module Learning (KML) to understand and reason over procedural tasks that requires models to learn structured and compositional procedural knowled…
cs.CV2025
Mitigating Easy Option Bias in Multiple-Choice Question Answering
Hao Zhang, Chen Li, Basura Fernando
In this early study, we observe an Easy-Options Bias (EOB) issue in some multiple-choice Visual Question Answering (VQA) benchmarks such as MMStar, RealWorldQA, SEED-Bench, Next-QA…