activity
20222025
most citedConsensus Entropy: Harnessing Multi-VLM Agreement for Self-Verifying and Self-Improving OCR

1 citations · 2 across the 8 of their papers we have counts for

collaborators

8 papers

cs.AI2025

SELECT: Semantic Erasure Boundary Construction with Sibling Exclusive Counterfactuals

Tong Zhang, Ru Zhang, Jianyi Liu +2

Concept erasure aims to suppress undesirable concepts in text-to-image diffusion models while preserving their generative capabilities. Existing methods often redirect target conce…

cs.AI2025

NCV: A Node-Wise Consistency Verification Approach for Low-Cost Structured Error Localization in LLM Reasoning

Yulong Zhang, Li Wang, Wei Du +7

Verifying multi-step reasoning in large language models is difficult due to imprecise error localization and high token costs. Existing methods either assess entire reasoning chain…

cs.LG2025

FedRS-Bench: Realistic Federated Learning Datasets and Benchmarks in Remote Sensing

Haodong Zhao, Peng Peng, Chiyu Chen +2

Remote sensing (RS) images are usually produced at an unprecedented scale, yet they are geographically and institutionally distributed, making centralized model training challengin…

cs.CV2025★ 1 cited

Consensus Entropy: Harnessing Multi-VLM Agreement for Self-Verifying and Self-Improving OCR

Yulong Zhang, Tianyi Liang, Xinyue Huang +5

Optical Character Recognition (OCR) is fundamental to Vision-Language Models (VLMs) and high-quality data generation for LLM training. Yet, despite progress in average OCR accuracy…

cs.LG2025

InsightVision: A Comprehensive, Multi-Level Chinese-based Benchmark for Evaluating Implicit Visual Semantics in Large Vision Language Models

Xiaofei Yin, Yijie Hong, Ya Guo +4

In the evolving landscape of multimodal language models, understanding the nuanced meanings conveyed through visual cues - such as satire, insult, or critique - remains a significa…

cs.SD2025

U-GIFT: Uncertainty-Guided Firewall for Toxic Speech in Few-Shot Scenario

Jiaxin Song, Xinyu Wang, Yihao Wang +4

With the widespread use of social media, user-generated content has surged on online platforms. When such content includes hateful, abusive, offensive, or cyberbullying behavior, i…

cs.CL2024

An Enhanced Prompt-Based LLM Reasoning Scheme via Knowledge Graph-Integrated Collaboration

Yihao Li, Ru Zhang, Jianyi Liu

While Large Language Models (LLMs) demonstrate exceptional performance in a multitude of Natural Language Processing (NLP) tasks, they encounter challenges in practical application…

cs.CR2022★ 1 cited

LogKernel A Threat Hunting Approach Based on Behaviour Provenance Graph and Graph Kernel Clustering

Jiawei Li, Ru Zhang, Jianyi Liu +1

Cyber threat hunting is a proactive search process for hidden threats in the organization's information system. It is a crucial component of active defense against advanced persist…