📝 Publications
📊 Published 20 papers, including 13 as first/corresponding author; 7 first/corresponding-author CCF-A and 13 CCF-A papers in total.
📅 2026
LogicGraph: Benchmarking Multi-Path Logical Reasoning via Neuro-Symbolic Generation and Verification
Yanrui Wu, Lingling Zhang, Xinyu Zhang, et al., EMNLP 2026 (CCF-B)
- A benchmark for multi-path logical reasoning built with neuro-symbolic generation and verification.
Dual-Cluster Memory Agent: Resolving Multi-Paradigm Ambiguity in Optimization Problem Solving
Xinyu Zhang, et al., ACL 2026 (CCF-A, Oral, ~2%)
- Resolves multi-paradigm ambiguity in optimization problem solving with a dual-cluster memory agent.
Beyond Layer-Wise Merging: Chain-of-Merging for Vision-Language Models
Xinyu Zhang, et al., CVPR 2026 (CCF-A)
- A dynamic chain-of-merging strategy for compressing vision-language models.
📅 2025
CoFFT: Chain of Foresight-Focus Thought for Visual Language Models
Xinyu Zhang, et al., NeurIPS 2025 (CCF-A)
- Proposed a training-free method to adaptively adjust visual focus for VLMs.
PhysReason: A Comprehensive Benchmark towards Physics-Based Reasoning
Xinyu Zhang, et al., ACL 2025 (CCF-A)
- The first benchmark specifically targeting physics-based visual reasoning.
📅 2024
Alignment Relation is What You Need for Diagram Parsing
Xinyu Zhang, et al., IEEE-TIP 2024 (CCF-A, SCI-Q1)
- Focuses on curriculum-level diagram parsing and question generation.
📑 Selected Papers by Year
- 2026: OptiVerse (ACL Findings); PhysPRM (ACL Findings); Correspondence Coverage (AAAI); Geo-Graph (AAAI)
- 2025: Memory-Enriched Thought-by-Thought (CVIU); Cognitive Predictive Coding Network (ACM-MM); Diagram-driven course questions generation (EMNLP); Evochart (AAAI); VProChart (AAAI)
- 2024: Cog-DQA (CVPR); RPMG-FSS (TCSVT); Alignment-Guided SSL (TMM)
- 2023: Diagram Visual Grounding (IJCAI)