Yuhao Shen (沈宇豪)

STARK: Strategic Advantage Reinforcement with Confidence-Driven Exploration for Long-Horizon Agentic Learning

Jinyang Wu, Xinan Chang, Yuhao Shen, Zhengxi Lu, Shuo Yang, Mingkuan Feng, Jiangyan Yi, Shuai Zhang, Zheng Lian, Zhengqi Wen, Jianhua Tao

EMNLP 2026 Main Conference

SEED: Self-Evolving On-Policy Distillation for Agentic Reinforcement Learning

Jinyang Wu, Shuo Yang, Zhengxi Lu, Fan Zhang, Yuhao Shen, Lang Feng, Haoran Luo, Zheng Lian, Shuai Zhang, Zhengqi Wen, Jianhua Tao

arXiv (2026)

arXiv, Code

D-Cut: Adaptive Verification Depth Pruning for Batched Speculative Decoding

Tianyu Liu, Yuhao Shen, Rui Cen, Junhan Shi, Jiebin Zhang, Guangshuo Qin, Hong Liu, Song Liu, Guanghua Yu, Jianchen Zhu

arXiv (2026)

arXiv, Code

OPID: On-Policy Skill Distillation for Agentic Reinforcement Learning

Shuo Yang, Jinyang Wu, Zhengxi Lu, Yuhao Shen, Fan Zhang, Lang Feng, Shuai Zhang, Haoran Luo, Zheng Lian, Zhengqi Wen, Jianhua Tao

arXiv (2026)

arXiv, Code

Bebop: Breaking Entropy Bounds: Accelerating RL Training via MTP with Rejection Sampling

Yucheng Li, Huiqiang Jiang, Yang Xu, Jianxin Yang, Yi Zhang, Yizhong Cao, Yuhao Shen, Fan Zhou, Rui Men, Jianwei Zhang, An Yang, Bowen Yu, Bo Zheng, Fei Huang, Junyang Lin, Dayiheng Liu, Jingren Zhou

arXiv (2026)

arXiv

ECHO: Elastic Speculative Decoding with Sparse Gating for High-Concurrency Scenarios

Xinyi Hu*, Yuhao Shen*, Baolin Zhang, Hengxin Zhang, Jun Dai, Shuang Ge, Lei Chen, Yue Li, Mingcheng Wan (Equal Contribution)

ICML Oral/Spotlight, 2026

arXiv

Double: Breaking the Acceleration Limit via Double Retrieval Speculative Parallelism

Yuhao Shen, Tianyu Liu, Junyi Shen, Jinyang Wu, Quan Kong, Huan Li, Cong Wang

ACL 2026 Best Paper Candidate (Oral)

arXiv, Code

SpecBranch: Speculative Decoding via Hybrid Drafting and Rollback-Aware Branch Parallelism

Yuhao Shen*, Junyi Shen*, Quan Kong, Tianyu Liu, Yao Lu, Cong Wang

International Conference on Learning Representations (ICLR), 2026

ICLR 2026, Code

Maestro: Reinforcement Learning to Orchestrate Hierarchical Model-Skill Ensembles

Jinyang Wu, Guocheng Zhai, Ruihan Jin, Yuhao Shen, Zhengxi Lu, Fan Zhang, Haoran Luo, Zheng Lian, Zhengqi Wen, Jianhua Tao

arXiv (2026)

arXiv, Code

When Hidden States Drift: Can KV Caches Rescue Long-Range Speculative Decoding?

Tianyu Liu, Yuhao Shen, Xinyi Hu, Baolin Zhang, Hengxin Zhang, Jun Dai, Jun Zhang, Shuang Ge, Lei Chen, Yue Li, MingCheng Wan

arXiv (2026)

arXiv

Draft Less, Retrieve More: Hybrid Tree Construction for Speculative Decoding

Yuhao Shen, Tianyu Liu, Xinyi Hu, Quan Kong, Baolin Zhang, Jun Dai, Jun Zhang, Shuang Ge, Lei Chen, Yue Li, Mingcheng Wan, Cong Wang

arXiv (2026)

arXiv

Spark: Strategic Policy-Aware Exploration via Dynamic Branching for Long-Horizon Agentic Learning

Jinyang Wu, S Yang, C Yang, Yuhao Shen, S Zhang, Z Wen, J Tao

ACL 2026 Main Conference

arXiv, Code

Atlas: Orchestrating Heterogeneous Models and Tools for Multi-Domain Complex Reasoning

Jinyang Wu, G Zhai, R Jin, J Yuan, Yuhao Shen, S Zhang, Z Wen, J Tao

ACL 2026 Findings

arXiv

ParallelVLM: Lossless Video-LLM Acceleration with Visual Alignment Aware Parallel Speculative Decoding

Quan Kong*, Yuhao Shen*, Yicheng Ji, Huan Li, Cong Wang (Equal Contribution)

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026

arXiv, Code

Hetero² Pipe: Pipelining Multi-DNN Inference on Heterogeneous Mobile Processors under Co-Execution Slowdown

Yuhao Shen, Z Wang, T Wang, C Gu, Z Wen, Y Shu, Cong Wang

IEEE 45th International Conference on Distributed Computing Systems (ICDCS), 2025

ICDCS 2025

SENGraph: A self-learning evolutionary and node-aware graph network for soft sensing in industrial processes

F Yan, Cong Wang, Z Wang, Yuhao Shen, C Yang

IEEE Transactions on Neural Networks and Learning Systems, 2024

TNNLS

Vision-TTT: Efficient and Expressive Visual Representation Learning with Test-Time Training

Quan Kong, Yanru Xiao, Yuhao Shen, Cong Wang

European Conference on Computer Vision (ECCV), 2026

arXiv

SSL: Sweet Spot Learning for Differentiated Guidance in Agentic Optimization

Jinyang Wu, C Yang, Yuhao Shen, F Xu, B Ni, C Liao, Y Liu, H Wang, S Nie, S Zhang, et al.

arXiv (2026)

arXiv

TALON: Confidence-Aware Speculative Decoding with Adaptive Token Trees

Tianyu Liu, Q Lv, Yuhao Shen, X Sun, X Sun

arXiv (2026)

arXiv