activity
20242026
most citedLimiX: Unleashing Structured-Data Modeling Capability for Generalist Intelligence

3 citations · 5 across the 13 of their papers we have counts for

collaborators

14 papers

cs.CL2026

BayesRAG: Probabilistic Mutual Evidence Corroboration for Multimodal Retrieval-Augmented Generation

Xuan Li, Yining Wang, Haocai Luo +6

Retrieval-Augmented Generation (RAG) has become a pivotal paradigm for Large Language Models (LLMs), yet current approaches struggle with visually rich documents by treating text a…

physics.optics2025

A Novel Noise Analysis Method for Frequency Transfer System by Using ADEV Combine with EMD-WT

Xuan Yang. Junhui Li, Bin Luo, Ziyang Chen +1

In precision frequency transfer systems, stringent requirements are imposed on the phase stability of transmitted signals. Throughout the transmission process, the inherent challen…

cs.LG2025

Dual-Path Region-Guided Attention Network for Ground Reaction Force and Moment Regression

Xuan Li, Samuel Bello

Accurate estimation of three-dimensional ground reaction forces and moments (GRFs/GRMs) is crucial for both biomechanics research and clinical rehabilitation evaluation. In this st…

cs.LG2025

DK-Root: A Joint Data-and-Knowledge-Driven Framework for Root Cause Analysis of QoE Degradations in Mobile Networks

Qizhe Li, Haolong Chen, Jiansheng Li +7

Diagnosing the root causes of Quality of Experience (QoE) degradations in operational mobile networks is challenging due to complex cross-layer interactions among kernel performanc…

cs.SI2025

Fast Unbiased Sampling of Networks with Given Expected Degrees and Strengths

Xuanchi Li, Xin Wang, Sadamori Kojaku

The configuration model is a cornerstone of statistical assessment of network structure. While the Chung-Lu model is among the most widely used configuration models, it systematica…

cs.LG2025★ 3 cited

LimiX: Unleashing Structured-Data Modeling Capability for Generalist Intelligence

Xingxuan Zhang, Gang Ren, Han Yu +35

We argue that progress toward general intelligence requires complementary foundation models grounded in language, the physical world, and structured data. This report presents Limi…

cs.CV2025

DeCoT: Decomposing Complex Instructions for Enhanced Text-to-Image Generation with Large Language Models

Xiaochuan Lin, Xiangyong Chen, Xuan Li +1

Despite remarkable advancements, current Text-to-Image (T2I) models struggle with complex, long-form textual instructions, frequently failing to accurately render intricate details…

cs.CL2025

From Surface to Semantics: Semantic Structure Parsing for Table-Centric Document Analysis

Xuan Li, Jialiang Dong, Raymond Wong

Documents are core carriers of information and knowl-edge, with broad applications in finance, healthcare, and scientific research. Tables, as the main medium for structured data,…

cond-mat.soft2025★ 2 cited

Rheology of bidisperse suspensions at the colloidal-to-granular transition

Xuan Li, John R. Royer, Christopher Ness

We use particle-based simulation to study the rheology of dense suspensions comprising mixtures of small colloids and larger grains, which exhibit shear thinning at low shear rates…

math.AP2025

Energy identity for Ginzburg-Landau approximation of harmonic maps

Xuanyu Li

Given two Riemannian manifolds and , we consider the energy concentration phenomena of the penalized energy functional $$E_ε(u)=\int_M\frac{\vert\nabla u\…

cs.GT2024

Combinatorial Diffusion Auction Design

Xuanyu Li, Miao Li, Yuhan Cao +1

Diffusion auction design for combinatorial settings is a long-standing challenge. One difficulty is that we cannot directly extend the solutions for simpler settings to combinatori…

nucl-ex2024

Recent measurements at the PHENIX experiment

Xuan Li

Quarkonium is an ideal probe to explore the properties of quantum chromodynamics (QCD). Unlike Large Hadron Collider (LHC) measurements, quarkonium production at the Relativistic H…

cs.CV2024

Linearly-evolved Transformer for Pan-sharpening

Junming Hou, Zihan Cao, Naishan Zheng +6

Vision transformer family has dominated the satellite pan-sharpening field driven by the global-wise spatial information modeling mechanism from the core self-attention ingredient.…

cs.LG2024

Improving Expressive Power of Spectral Graph Neural Networks with Eigenvalue Correction

Kangkang Lu, Yanhua Yu, Hao Fei +6

In recent years, spectral graph neural networks, characterized by polynomial filters, have garnered increasing attention and have achieved remarkable performance in tasks such as n…