collaborators

5 papers

cs.CL2026

Instella-MoE Technical Report

Jiang Liu, Sudhanshu Ranjan, Prakamya Mishra +10

In this work, we introduce Instella-MoE, a fully open Mixture-of-Experts (MoE) language model with 16 billion total parameters and 2.8 billion active parameters per token, trained…

cs.CV2026

Representation Learning in Diffusion and Flow-based Model: An Application Aspect

Yanchen Xu, Sida Huang, Zhenyu Gu +3

Diffusion models and flow-based models have recently become the dominant paradigms in generative modeling, largely due to their ability to learn rich, multi-level visual representa…

cs.LG2026

FlashRT: Agent Harness for Guiding Agents to Deploy Real-Time Multimodal Applications

Krish Agarwal, Zhuoming Chen, Yanyuan Qin +3

Real-time multimodal applications, including voice agents and interactive video generation, compose heterogeneous models into pipelines whose efficient deployment requires applicat…

cs.LG2025

Rectified Noise: A Generative Model Using Positive-incentive Noise

Zhenyu Gu, Yanchen Xu, Sida Huang +2

Rectified Flow (RF) has been widely used as an effective generative model. Although RF is primarily based on probability flow Ordinary Differential Equations (ODE), recent studies…

cs.RO2025

RoboTwin 2.0: A Scalable Data Generator and Benchmark with Strong Domain Randomization for Robust Bimanual Robotic Manipulation

Tianxing Chen, Zanxin Chen, Baijun Chen +23

Simulation-based data synthesis has emerged as a powerful paradigm for advancing real-world robotic manipulation. Yet existing datasets remain insufficient for robust bimanual mani…