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Jianjin Zhang

3 accepted papers

2026

RePrompt: Reasoning-Augmented Reprompting for Text-to-Image Generation via Reinforcement Learning

ICLR 2026poster

Despite recent progress in text-to-image (T2I) generation, existing models often struggle to faithfully capture user intentions from short and under-specified prompts. While prior work has attempted to enhance prompts using large language models (LLMs), these methods frequently generate stylistic or…

Cited by 0SourcecodeScholar
2025

Alleviating Performance Degradation Caused by Out-of-Distribution Issues in Embedding-Based Retrieval

EMNLP 2025

In Embedding Based Retrieval (EBR), Approximate Nearest Neighbor (ANN) algorithms are widely adopted for efficient large-scale search. However, recent studies reveal a query out-of-distribution (OOD) issue, where query and base embeddings follow mismatched distributions, significantly degrading ANN

Cited by 0SourcePDFScholar
2019

Memory in Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity From Spatiotemporal Dynamics

CVPR 2019poster

Natural spatiotemporal processes can be highly non-stationary in many ways, e.g. the low-level non-stationarity such as spatial correlations or temporal dependencies of local pixel values; and the high-level variations such as the accumulation, deformation or dissipation of radar echoes in precipita…

Cited by 483PDFcodeScholar