activity
20242026
most citedCoupled Mamba: Enhanced Multi-modal Fusion with Coupled State Space Model

5 citations · 6 across the 8 of their papers we have counts for

collaborators

9 papers

cs.CV2026

MeshOctave: Vertex Split-and-Rewire Cascades for Native Mesh Generation

Junkai Lin, Tianhao Zhao, Hang Long +10

Generating compact, artist-style meshes with explicit topology typically relies on autoregressive models which incur prohibitive sequential per-token costs, or continuous flow mode…

cs.CV2026

SubdivAR: Autoregressive Next-Scale Prediction for Neural Mesh Subdivision

Huipeng Guo, Zikai Song, Hang Long +7

Mesh subdivision is a fundamental operation for converting coarse, editable meshes into high-resolution surfaces, with broad applications in digital asset creation. Classical rule-…

cs.CV2026

SSR-Merge: Subspace Signal Routing for Training-Free LoRA Merging in Diffusion Models

Zhengxuan Wei, Yi Dong, Zonghui Li +6

Low-Rank Adaptation (LoRA) merging can efficiently combine diverse generative capabilities from multiple trained LoRAs for a diffusion model. However, existing LoRA merging techniq…

cs.CV2026

LATO: 3D Mesh Flow Matching with Structured TOpology Preserving LAtents

Tianhao Zhao, Youjia Zhang, Hang Long +7

In this paper, we introduce LATO, a novel topology-preserving latent representation that enables scalable, flow matching-based synthesis of explicit 3D meshes. LATO represents a me…

cs.CL2026

Large Language Model as Token Compressor and Decompressor

Wenbing Li, Yiran Wang, Zikai Song +4

In this paper, we study whether an off-the-shelf LLM can be adapted into a discrete, variable-length token compressor and decompressor for long-context processing. To this end, we…

cs.CV2026

VideoTIR: Accurate Understanding for Long Videos with Efficient Tool-Integrated Reasoning

Zhe Gao, Shiyu Shen, Taifeng Chai +7

Existing Multimodal Large Language Models (MLLMs) often suffer from hallucinations in long video understanding (LVU), primarily due to the imbalance between textual and visual toke…

cs.AI2025★ 1 cited

Semantic-Aware Logical Reasoning via a Semiotic Framework

Yunyao Zhang, Xinglang Zhang, Junxi Sheng +5

Logical reasoning is a fundamental capability of large language models. However, existing studies often overlook the interaction between logical complexity and semantic complexity,…

cs.LG2025

LoRA-Mixer: Coordinate Modular LoRA Experts Through Serial Attention Routing

Wenbing Li, Zikai Song, Hang Zhou +3

Recent attempts to combine low-rank adaptation (LoRA) with mixture-of-experts (MoE) for multi-task adaptation of Large Language Models (LLMs) often replace whole attention/FFN laye…

cs.AI2024★ 5 cited

Coupled Mamba: Enhanced Multi-modal Fusion with Coupled State Space Model

Wenbing Li, Hang Zhou, Junqing Yu +2

The essence of multi-modal fusion lies in exploiting the complementary information inherent in diverse modalities. However, prevalent fusion methods rely on traditional neural arch…