activity
20242026
most citedEnhancing Low-Cost Video Editing with Lightweight Adaptors and Temporal-Aware Inversion

2 citations · 3 across the 7 of their papers we have counts for

collaborators

8 papers

cs.CL2026

PlotGround: Grounding Plot Digitization in Real Scientific Figures and Their Source Data

Yaohui Zhang, Binxu Li, Haoyi Duan +7

Scientific figures often encode quantitative results that are not readily available in machine-readable form, making accurate plot digitization important for verifying and reusing…

cs.CV2026

VideoGen-Agent: Reinforcing Video Generation Agents

Binxu Li, Haoyi Duan, Yuhui Zhang +9

Recent advances in video generative models have enabled high-fidelity, temporally coherent video generation. However, these models often struggle to satisfy prompts requiring speci…

cs.LG2026

MomentKV: Closing the Directional Gap in KV Cache Eviction for Long-Context Inference

Yu Li, Binxu Li, Tian Lan

Autoregressive decoding in Transformer-based language models relies on the KV cache, whose memory footprint grows linearly with sequence length and becomes the primary bottleneck f…

cs.CV2025

Closing the Modality Gap for Mixed Modality Search

Binxu Li, Yuhui Zhang, Xiaohan Wang +3

Mixed modality search -- retrieving information across a heterogeneous corpus composed of images, texts, and multimodal documents -- is an important yet underexplored real-world ap…

cs.CV2025

Divergence Minimization Preference Optimization for Diffusion Model Alignment

Binxu Li, Minkai Xu, Jiaqi Han +2

Diffusion models have achieved remarkable success in generating realistic and versatile images from text prompts. Inspired by the recent advancements of language models, there is a…

cs.CV2025

Efficient Temporal Consistency in Diffusion-Based Video Editing with Adaptor Modules: A Theoretical Framework

Xinyuan Song, Yangfan He, Sida Li +10

Adapter-based methods are commonly used to enhance model performance with minimal additional complexity, especially in video editing tasks that require frame-to-frame consistency.…

cs.CV2025★ 2 cited

Enhancing Low-Cost Video Editing with Lightweight Adaptors and Temporal-Aware Inversion

Yangfan He, Sida Li, Jianhui Wang +11

Recent advancements in text-to-image (T2I) generation using diffusion models have enabled cost-effective video-editing applications by leveraging pre-trained models, eliminating th…

cs.CL2024★ 1 cited

LADDER: Language-Driven Slice Discovery and Error Rectification in Vision Classifiers

Shantanu Ghosh, Rayan Syed, Chenyu Wang +5

Error slice discovery is crucial to diagnose and mitigate model errors. Current clustering or discrete attribute-based slice discovery methods face key limitations: 1) clustering r…