Juanxi Tian

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upvoted 2 papers 5 days ago

Vision-DeepResearch: Incentivizing DeepResearch Capability in Multimodal Large Language Models

Paper • 2601.22060 • Published 10 days ago • 149

Kimi K2.5: Visual Agentic Intelligence

Paper • 2602.02276 • Published 6 days ago • 208

upvoted a paper 8 days ago

Everything in Its Place: Benchmarking Spatial Intelligence of Text-to-Image Models

Paper • 2601.20354 • Published 12 days ago • 110

upvoted 3 papers 14 days ago

Dynamic Large Concept Models: Latent Reasoning in an Adaptive Semantic Space

Paper • 2512.24617 • Published Dec 31, 2025 • 64

NeoVerse: Enhancing 4D World Model with in-the-wild Monocular Videos

Paper • 2601.00393 • Published Jan 1 • 130

Scaling Text-to-Image Diffusion Transformers with Representation Autoencoders

Paper • 2601.16208 • Published 17 days ago • 51

upvoted a paper 18 days ago

GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization

Paper • 2601.05242 • Published Jan 8 • 222

upvoted 5 papers about 1 month ago

NextFlow: Unified Sequential Modeling Activates Multimodal Understanding and Generation

Paper • 2601.02204 • Published Jan 5 • 62

InfiniDepth: Arbitrary-Resolution and Fine-Grained Depth Estimation with Neural Implicit Fields

Paper • 2601.03252 • Published Jan 6 • 101

mHC: Manifold-Constrained Hyper-Connections

Paper • 2512.24880 • Published Dec 31, 2025 • 301

TurboDiffusion: Accelerating Video Diffusion Models by 100-200 Times

Paper • 2512.16093 • Published Dec 18, 2025 • 95

Latent Implicit Visual Reasoning

Paper • 2512.21218 • Published Dec 24, 2025 • 69

upvoted a paper about 2 months ago

The Prism Hypothesis: Harmonizing Semantic and Pixel Representations via Unified Autoencoding

Paper • 2512.19693 • Published Dec 22, 2025 • 65

upvoted an article about 2 months ago

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Article

Backbone-Optimizer Coupling Bias: The Hidden Co-Design Principle

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Dec 20, 2025

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upvoted 2 papers about 2 months ago

Next-Embedding Prediction Makes Strong Vision Learners

Paper • 2512.16922 • Published Dec 18, 2025 • 86

Depth Any Panoramas: A Foundation Model for Panoramic Depth Estimation

Paper • 2512.16913 • Published Dec 18, 2025 • 34

upvoted 4 papers 2 months ago

DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

Paper • 2512.02556 • Published Dec 2, 2025 • 255

MG-Nav: Dual-Scale Visual Navigation via Sparse Spatial Memory

Paper • 2511.22609 • Published Nov 27, 2025 • 49

Envision: Benchmarking Unified Understanding & Generation for Causal World Process Insights

Paper • 2512.01816 • Published Dec 1, 2025 • 93

Does Understanding Inform Generation in Unified Multimodal Models? From Analysis to Path Forward

Paper • 2511.20561 • Published Nov 25, 2025 • 32