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Lan Jiang

3 accepted papers

2025

TARFVAE: Efficient One-Step Generative Time Series Forecasting via TARFLOW based VAE

NeurIPS 2025poster

Time series data is ubiquitous, with forecasting applications spanning from finance to healthcare. Beyond popular deterministic methods, generative models are gaining attention due to advancements in areas like image synthesis and video generation, as well as their inherent ability to provide probab…

Cited by 0SourcecodeScholar
2022

On Length Divergence Bias in Textual Matching Models

ACL 2022findings

Despite the remarkable success deep models have achieved in Textual Matching (TM) tasks, it still remains unclear whether they truly understand language or measure the semantic similarity of texts by exploiting statistical bias in datasets. In this work, we provide a new perspective to study this is…

2022

ROSE: Robust Selective Fine-tuning for Pre-trained Language Models

EMNLP 2022main

Even though the large-scale language models have achieved excellent performances, they suffer from various adversarial attacks.A large body of defense methods has been proposed. However, they are still limited due to redundant attack search spaces and the inability to defend against various types of…