Proposes LD-GCN, an encoder-free GNN framework for low-dimensional modeling of parameterized time-dependent PDEs, improving interpretability and efficiency.

Lorenzo Tomada, Federico Pichi, Gianluigi Rozza

ReCreate employs experience-driven, interaction-based scaffold updates to automate domain agent creation, outperforming black-box methods with 5%+ gains.

Zhezheng Hao, Hong Wang, Jian Luo et al.

AIGVDBench: benchmark with 31 models, 440k videos, evaluating 33 detectors, offering comprehensive analysis.

Long Ma, Zihao Xue, Yan Wang et al.

HuDA model uses human detection and temporal alignment to enhance video generation, achieving a 73% win rate.

Kumar Ashutosh, XuDong Wang, Xi Yin et al.

Molmo2 is an open-source vision-language model with pixel-level grounding, outperforming existing open and proprietary models on video understanding tasks.

Christopher Clark, Jieyu Zhang, Zixian Ma et al.

Improved video generation physics plausibility using WMReward and VJEPA-2, achieving 62.64% in ICCV 2025 challenge.

Jianhao Yuan, Xiaofeng Zhang, Felix Friedrich et al.

HeartMuLa integrates four modules to achieve controllable music generation with 7B parameters, excelling in fidelity and structure.

Dongchao Yang, Yuxin Xie, Yuguo Yin et al.

LADFA combines LLMs and RAG to analyze personal data flows in privacy policies.

Haiyue Yuan, Nikolay Matyunin, Ali Raza et al.

SkillScan framework reveals 26.1% vulnerabilities in AI skill markets, urging enhanced security vetting.

Yi Liu, Weizhe Wang, Ruitao Feng et al.

EAPO enhances long-context reasoning with reward co-evolution, achieving significant performance gains.

Xin Guan, Zijian Li, Shen Huang et al.

DepthDirector uses depth video guidance for precise camera control and consistent content generation.

Dong-Yu Chen, Yixin Guo, Shuojin Yang et al.

RAG-3DSG enhances 3D scene graphs by re-shot guided uncertainty estimation and retrieval-augmented generation, achieving state-of-the-art results in semantic consistency and precision.

Yue Chang, Rufeng Chen, Zhaofan Zhang et al.

Fast-ThinkAct compresses chain-of-thought reasoning into verbalizable latent representations, reducing inference latency by 89.3%.

Chi-Pin Huang, Yunze Man, Zhiding Yu et al.

DPWriter combines semi-structured long Chain-of-Thought with diversity-guided RL, achieving over 10% improvement in output diversity metrics on creative writing benchmarks.

Qian Cao, Yahui Liu, Wei Bi et al.

GUI-Eyes achieves 44.8% grounding accuracy with tool-augmented perception using only 3k samples.

Chen Chen, Jiawei Shao, Dakuan Lu et al.

Utilizing perspectivist modeling to analyze annotator disagreement in NLP, enhancing model fairness.

Yinuo Xu, David Jurgens

MemRec enhances recommender systems with collaborative memory, achieving a 28.98% H@1 improvement on Goodreads.

Weixin Chen, Yuhan Zhao, Jingyuan Huang et al.

PersonaDual balances personalization and objectivity via adaptive reasoning, improving accuracy by 3%.

Xiaoyou Liu, Xinyi Mou, Shengbin Yue et al.

Introduces adversarial attack-based evaluation of role consistency in Vicuna LLMs for virtual counseling.

Eric Rudolph, Natalie Engert, Jens Albrecht

Proposes TabGR using Attributed Table Graph and QG-PPR to improve table reasoning accuracy by 9.7%.

Yuxiang Wang, Junhao Gan, Shengxiang Gao et al.