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Shaoxiong Zhan

4 accepted papers

2026

3ViewSense: Spatial and Mental Perspective Reasoning from Orthographic Views in Vision-Language Models

ICML 2026oral

Current Large Language Models have achieved Olympiad-level logic, yet Vision-Language Models paradoxically falter on elementary spatial tasks like block counting. This capability mismatch reveals a critical "spatial intelligence gap," where models fail to construct coherent 3D mental representations…

Cited by 0SourceScholar
2026

Intention Chain-of-Thought Prompting with Dynamic Routing for Code Generation

AAAI 2026technical

Large language models (LLMs) exhibit strong generative capabilities and have shown great potential in code generation. Existing chain-of-thought (CoT) prompting methods enhance model reasoning by eliciting intermediate steps, but suffer from two major limitations: First, their uniform application te

Cited by 0SourcePDFScholar
2026

MathSmith: Towards Extremely Hard Mathematical Reasoning by Forging Synthetic Problems with a Reinforced Policy

AAAI 2026technical

Large language models have achieved substantial progress in mathematical reasoning, yet their advancement is limited by the scarcity of high-quality, high-difficulty training data. Existing synthesis methods largely rely on transforming human-written templates, limiting both diversity and scalabilit

Cited by 0SourcePDFScholar
2026

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization

ICLR 2026poster

Visual manipulation localization (VML) aims to identify tampered regions in images and videos, a task that has become increasingly challenging with the rise of advanced editing tools. Existing methods face two main issues: resolution diversity, where resizing or padding distorts forensic traces and…

Cited by 0SourcecodeScholar