5 papers
Mastering the Craft of Data Synthesis for CodeLLMs
Meng Chen, Philip Arthur, Qianyu Feng +13
Large language models (LLMs) have shown impressive performance in \emph{code} understanding and generation, making coding tasks a key focus for researchers due to their practical a…
Divide and Rule: Recurrent Partitioned Network for Dynamic Processes
Qianyu Feng, Bang Zhang, Yi Yang
In general, many dynamic processes are involved with interacting variables, from physical systems to sociological analysis. The interplay of components in the system can give rise…
OR-Net: Pointwise Relational Inference for Data Completion under Partial Observation
Qianyu Feng, Linchao Zhu, Bang Zhang +2
Contemporary data-driven methods are typically fed with full supervision on large-scale datasets which limits their applicability. However, in the actual systems with limitations s…
Attract or Distract: Exploit the Margin of Open Set
Qianyu Feng, Guoliang Kang, Hehe Fan +1
Open set domain adaptation aims to diminish the domain shift across domains, with partially shared classes. There exist unknown target samples out of the knowledge of source domain…
Cascaded Revision Network for Novel Object Captioning
Qianyu Feng, Yu Wu, Hehe Fan +2
Image captioning, a challenging task where the machine automatically describes an image by sentences, has drawn significant attention in recent years. Despite the remarkable improv…