← Search

Chia-Yu Hung

4 accepted papers

2026

10 Open Challenges Steering the Future of Vision-Language-Action Models

AAAI 2026technical

Due to their ability of follow natural language instructions, vision-language-action (VLA) models are increasingly preva- lent in the embodied AI arena, following the widespread suc- cess of their precursors—LLMs and VLMs. In this paper, we discuss 10 principal milestones in the ongoing develop- men

Cited by 3SourcePDFScholar
2026

TangoFlux: Super Fast and Faithful Text to Audio Generation with Flow Matching and Clap-Ranked Preference Optimization

ICLR 2026poster

We introduce TangoFlux, an efficient Text-to-Audio (TTA) generative model with 515M parameters, capable of generating up to 30 seconds of 44.1kHz audio in 3.7 seconds on a A40 GPU. A key challenge in aligning TTA models lies in creating preference pairs, as TTA lacks structured mechanisms like verif…

Cited by 0SourcecodeScholar
2025

Reward-Guided Tree Search for Inference Time Alignment of Large Language Models

NAACL 2025long

Inference-time computation methods enhance the performance of Large Language Models (LLMs) by leveraging additional computational resources to achieve superior results. Common techniques, such as Best-of-N sampling, Majority Voting, and variants of tree-search algorithm have proven to be effective i…

Cited by 0SourcePDFScholar
2023

Who Wrote it and Why? Prompting Large-Language Models for Authorship Verification

EMNLP 2023short findings

Authorship verification (AV) is a fundamental task in natural language processing (NLP) and computational linguistics, with applications in forensic analysis, plagiarism detection, and identification of deceptive content. Existing AV techniques, including traditional stylometric and deep learning ap…

Cited by 0SourceScholar