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Publication

Reinforce-Ada: An Adaptive Sampling Framework under Non-linear RL Objectives

Wei Xiong, Chenlu Ye, Baohao Liao, Hanze Dong, Xinxing Xu, Christof Monz, Jiang Bian, Nan Jiang, Tong Zhang

2026 COLM | October 2026

Publication

DiVeR: Decision-Critical Verifier Learning for VLA Test-Time Scaling

Seongheon Park, Heecheol Kim, Shulin Tian, Lilika Makabe, Namiko Saito, Katsushi Ikeuchi, Sharon Li, Yasuyuki Matsushita

October 2026

arXiv | October 2026

Preprint

Publication

VLaRL: Augmenting Vision-Language-Action Models with Simulation-Trained Latent-Conditioned Residual RL

Namiko Saito, Kinam Kim, Heecheol Kim, Katsushi Ikeuchi, Yasuyuki Matsushita

September 2026

arXiv | September 2026

Publication

Xronos: Heterogeneity-Aware Tensor Parallelism for Collaborative LLM Fine-Tuning on Edge CPUs

Wonmi Choi, Sunjae Park, Dohyeok Kwon, Zhixiong Niu, Yeonho Yoo, Chuck Yoo, Gyeongsik Yang

September 2026

arXiv | September 2026

Publication

The Local-to-Global AD-k Conjecture is Resolved

Wei Chen

September 2026

arXiv | September 2026

Publication

V-ICAL Bench: Evaluating Video In-Context Learning for Multimodal Agents in Interactive Environments

Zi-Qian Fan, Shi-Bo Xu, Jun-Jie Li, Xiang-Yu Zhao, Sheng-Yuan Ding, Yifan Yang, Zhen-Jie Yang, Haodong Duan, Yue Zhou, Zhi-Hang Zhong, Xue Yang

September 2026

arXiv | September 2026

Publication

FedHUR: Learning Hierarchical Utility-Guided Client Relations for Personalized Federated Recommendation

Ming-Zhe Han, Jia-Hao Liu, Dongsheng Li, Jian-Kui Zhou, H. Gu, Peng Zhang, Ning Gu, Tun Lu

September 2026

arXiv | September 2026

Publication

Live Artifacts: Authoring Dynamic Media via Live Layers Encapsulating Generative Specifications

Leixian Shen, Haotian Li, Hugo ROMAT, Fanny Chevalier, Nicolai Marquardt, Nathalie Henry Riche

arXiv

Project

Publication

Neural Centroidal Voronoi Tessellations

Jia-Chen Xu, Bo Pang, Rui Xu, Xiao-Chen Zhang, Yang Liu, Fei Zhu, Guo-Ping Wang, Peng-Shuai Wang

September 2026

arXiv | September 2026

Publication

MeshRT: Compile-Time Governed Wafer-Scale Runtime for Low-Latency High-Throughput Inference

Congjie He, Le Xu, Zhan Lu, Yeqi Huang, Haocheng Xiao, Cheng Deng, Lingxiao Ma, Ziming Miao, Fan Yang, Luo Mai