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Zhuo Cai

4 accepted papers

2026

MIRNet: Integrating Constrained Graph-Based Reasoning with Pre-training for Diagnostic Medical Imaging

AAAI 2026technical

Automated interpretation of medical images demands robust modeling of complex visual-semantic relationships while addressing annotation scarcity, label imbalance, and clinical plausibility constraints. We introduce MIRNet (Medical Image Reasoner Network), a novel framework that integrates self-super

Cited by 0SourcePDFScholar
2026

Steering Diffusion Models Towards Credible Content Recommendation

ICLR 2026poster

In recent years, diffusion models (DMs) have achieved remarkable success in recommender systems (RSs), owing to their strong capacity to model the complex distributions of item content and user behaviors. Despite their effectiveness, existing methods pose the danger of generating uncredible content…

Cited by 0SourceScholar
2025

Smart Contracts for Trustless Sampling of Correlated Equilibria

IJCAI 2025

Correlated equilibria are a standard solution concept in game theory and generalize Nash equilibria. In a 2-player non-cooperative game in which player i has action set A_i, a correlated equilibrium is a self-enforcing probability distribution σ over A_1 * A_2. Specifically, when a strategy profile

Cited by 0SourcePDFScholar
2021

Towards Visual Question Answering on Pathology Images

ACL 2021short

Pathology imaging is broadly used for identifying the causes and effects of diseases or injuries. Given a pathology image, being able to answer questions about the clinical findings contained in the image is very important for medical decision making. In this paper, we aim to develop a pathological…