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# 🔥 AI Spotlight: Trending Research Papers
Complete history news

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### 2026-05-22

**[HRM-Text: Efficient Pretraining Beyond Scaling](https://huggingface.co/papers/2605.20613)** NEW

*Published: 2026-05-20*

*Guan Wang, Changling Liu, Chenyu Wang, Cai Zhou, Yuhao Sun, Yifei Wu, Shuai Zhen, Luca Scimeca, Yasin Abbasi Yadkori*

[![](https://img.shields.io/badge/GitHub%20Stars-626-blue)](https://github.com/sapientinc/HRM-Text)

---


**[Toto 2.0: Time Series Forecasting Enters the Scaling Era](https://huggingface.co/papers/2605.20119)** NEW

*Published: 2026-05-19*

*Emaad Khwaja, Chris Lettieri, Gerald Woo, Eden Belouadah, Marc Cenac, Guillaume Jarry, Enguerrand Paquin, Xunyi Zhao, Viktoriya Zhukov, Othmane Abou-Amal, Chenghao Liu, Ameet Talwalkar, David Asker*

[![](https://img.shields.io/badge/GitHub%20Stars-437-blue)](https://github.com/DataDog/toto)

---


**[A Survey of Large Audio Language Models: Generalization, Trustworthiness, and Outlook](https://huggingface.co/papers/2605.20266)** NEW

*Published: 2026-05-18*

*Kaiwen Luo, Zhenhong Zhou, Leo Wang, Liang Lin, Yang Xiao, Tianyu Shao, Yuanhe Zhang, Yuxuan Li, Miao Yu, Kailin Lyu, Jiaming Zhang, Dongrui Liu, Li Sun, Yueming Wu, Kai Li, Ting Dang, Xiaojun Jia, Rohan Kumar Das, Xinfeng Li, Siyuan Liang, Qiufeng Wang, Xingjun Ma, Jing Chen, Kun Wang, Junhao Dong, etc.*

[![](https://img.shields.io/badge/GitHub%20Stars-195-blue)](https://github.com/Kwwwww74/Awesome-Trustworthy-AudioLLMs)

---


**[Stable Audio 3](https://huggingface.co/papers/2605.17991)** NEW

*Published: 2026-05-18*

*Zach Evans, Julian D. Parker, Matthew Rice, CJ Carr, Zack Zukowski, Josiah Taylor, Jordi Pons*

[![](https://img.shields.io/badge/GitHub%20Stars-157-blue)](https://github.com/Stability-AI/stable-audio-3)

---


**[Mega-ASR: Towards In-the-wild^2 Speech Recognition via Scaling up Real-world Acoustic Simulation](https://huggingface.co/papers/2605.19833)** NEW

*Published: 2026-05-19*

*Zhifei Xie, Kaiyu Pang, Haobin Zhang, Deheng Ye, Xiaobin Hu, Shuicheng Yan, Chunyan Miao*

[![](https://img.shields.io/badge/GitHub%20Stars-129-blue)](https://github.com/xzf-thu/Mega-ASR)

---




### 2026-05-21

**[MemPrivacy: Privacy-Preserving Personalized Memory Management for Edge-Cloud Agents](https://huggingface.co/papers/2605.09530)** NEW

*Published: 2026-05-12*

*Yining Chen, Jihao Zhao, Bo Tang, Haofen Wang, Yue Zhang, Fei Huang, Feiyu Xiong, Zhiyu Li*

[![](https://img.shields.io/badge/GitHub%20Stars-85-blue)](https://github.com/MemTensor/MemPrivacy)

---


**[Self-Distilled Agentic Reinforcement Learning](https://huggingface.co/papers/2605.15155)** NEW

*Published: 2026-05-14*

*Zhengxi Lu, Zhiyuan Yao, Zhuowen Han, Zi-Han Wang, Jinyang Wu, Qi Gu, Xunliang Cai, Weiming Lu, Jun Xiao, Yueting Zhuang, Yongliang Shen*

[![](https://img.shields.io/badge/GitHub%20Stars-119-blue)](https://github.com/ZJU-REAL/SDAR)

---


**[Forcing-KV: Hybrid KV Cache Compression for Efficient Autoregressive Video Diffusion Models](https://huggingface.co/papers/2605.09681)** NEW

*Published: 2026-05-10*

*Yicheng Ji, Zhizhou Zhong, Jun Zhang, Qin Yang, XiTai Jin, Ying Qin, Wenhan Luo, Shuiyang Mao, Wei Liu, Huan Li*

[![](https://img.shields.io/badge/GitHub%20Stars-98-blue)](https://github.com/zju-jiyicheng/Forcing-KV)

---


**[Relit-LiVE: Relight Video by Jointly Learning Environment Video](https://huggingface.co/papers/2605.06658)** NEW

*Published: 2026-05-07*

*Weiqing Xiao, Hong Li, Xiuyu Yang, Houyuan Chen, Wenyi Li, Tianqi Liu, Shaocong Xu, Chongjie Ye, Hao Zhao, Beibei Wang*

[![](https://img.shields.io/badge/GitHub%20Stars-91-blue)](https://github.com/zhuxing0/Relit-LiVE)

---


**[AutoResearchClaw: Self-Reinforcing Autonomous Research with Human-AI Collaboration](https://huggingface.co/papers/2605.20025)** NEW

*Published: 2026-05-19*

*Jiaqi Liu, Shi Qiu, Mairui Li, Bingzhou Li, Haonian Ji, Siwei Han, Xinyu Ye, Peng Xia, Zihan Dong, Congyu Zhang, Letian Zhang, Guiming Chen, Haoqin Tu, Xinyu Yang, Lu Feng, Xujiang Zhao, Haifeng Chen, Jiawei Zhou, Xiao Wang, Weitong Zhang, Hongtu Zhu, Yun Li, Jieru Mei, Hongliang Fei, Jiaheng Zhang, etc.*

[![](https://img.shields.io/badge/GitHub%20Stars-12,390-blue)](https://github.com/aiming-lab/AutoResearchClaw)

---




### 2026-05-20

**[LongLive-2.0: An NVFP4 Parallel Infrastructure for Long Video Generation](https://huggingface.co/papers/2605.18739)** NEW

*Published: 2026-05-18*

*Yukang Chen, Luozhou Wang, Wei Huang, Shuai Yang, Bohan Zhang, Yicheng Xiao, Ruihang Chu, Weian Mao, Qixin Hu, Shaoteng Liu, Yuyang Zhao, Huizi Mao, Ying-Cong Chen, Enze Xie, Xiaojuan Qi, Song Han*

[![](https://img.shields.io/badge/GitHub%20Stars-1,316-blue)](https://github.com/NVlabs/LongLive)

---


**[Lance: Unified Multimodal Modeling by Multi-Task Synergy](https://huggingface.co/papers/2605.18678)** NEW

*Published: 2026-05-18*

*Fengyi Fu, Mengqi Huang, Shaojin Wu, Yunsheng Jiang, Yufei Huo, Hao Li, Yinghang Song, Fei Ding, Jianzhu Guo, Qian He, Zheren Fu, Zhendong Mao, Yongdong Zhang*

[![](https://img.shields.io/badge/GitHub%20Stars-346-blue)](https://github.com/bytedance/Lance)

---


**[SkillsVote: Lifecycle Governance of Agent Skills from Collection, Recommendation to Evolution](https://huggingface.co/papers/2605.18401)** NEW

*Published: 2026-05-18*

*Hongyi Liu, Haoyan Yang, Tao Jiang, Bo Tang, Feiyu Xiong, Zhiyu Li*

[![](https://img.shields.io/badge/GitHub%20Stars-219-blue)](https://github.com/MemTensor/skills-vote)

---


**[$δ$-mem: Efficient Online Memory for Large Language Models](https://huggingface.co/papers/2605.12357)** NEW

*Published: 2026-05-12*

*Jingdi Lei, Di Zhang, Junxian Li, Weida Wang, Kaixuan Fan, Xiang Liu, Qihan Liu, Xiaoteng Ma, Baian Chen, Soujanya Poria*

[![](https://img.shields.io/badge/GitHub%20Stars-124-blue)](https://github.com/declare-lab/delta-Mem)

---


**[What Matters for Diffusion-Friendly Latent Manifold? Prior-Aligned Autoencoders for Latent Diffusion](https://huggingface.co/papers/2605.07915)** NEW

*Published: 2026-05-08*

*Zhengrong Yue, Taihang Hu, Mengting Chen, Haiyu Zhang, Zihao Pan, Tao Liu, Zikang Wang, Jinsong Lan, Xiaoyong Zhu, Bo Zheng, Yali Wang*

[![](https://img.shields.io/badge/GitHub%20Stars-100-blue)](https://github.com/ZhengrongYue/PAE)

---




### 2026-05-19

**[PaperFit: Vision-in-the-Loop Typesetting Optimization for Scientific Documents](https://huggingface.co/papers/2605.10341)** NEW

*Published: 2026-05-11*

*Bihui Yu, Xinglong Xu, Junjie Jiang, Jiabei Cheng, Caijun Jia, Siyuan Li, Conghui He, Jingxuan Wei, Cheng Tan*

[![](https://img.shields.io/badge/GitHub%20Stars-143-blue)](https://github.com/OpenRaiser/PaperFit)

---


**[Continual Harness: Online Adaptation for Self-Improving Foundation Agents](https://huggingface.co/papers/2605.09998)** NEW

*Published: 2026-05-11*

*Seth Karten, Joel Zhang, Tersoo Upaa Jr, Ruirong Feng, Wenzhe Li, Chengshuai Shi, Chi Jin, Kiran Vodrahalli*

[![](https://img.shields.io/badge/GitHub%20Stars-103-blue)](https://github.com/sethkarten/continual-harness)

---


**[MMSkills: Towards Multimodal Skills for General Visual Agents](https://huggingface.co/papers/2605.13527)** NEW

*Published: 2026-05-14*

*Kangning Zhang, Shuai Shao, Qingyao Li, Jianghao Lin, Lingyue Fu, Shijian Wang, Wenxiang Jiao, Yuan Lu, Weiwen Liu, Weinan Zhang, Yong Yu*

[![](https://img.shields.io/badge/GitHub%20Stars-132-blue)](https://github.com/DeepExperience/MMSkills)

---


**[Warp-as-History: Generalizable Camera-Controlled Video Generation from One Training Video](https://huggingface.co/papers/2605.15182)** NEW

*Published: 2026-05-14*

*Yifan Wang, Tong He*

[![](https://img.shields.io/badge/GitHub%20Stars-163-blue)](https://github.com/yyfz/Warp-as-History)

---


**[HY-World 2.0: A Multi-Modal World Model for Reconstructing, Generating, and Simulating 3D Worlds](https://huggingface.co/papers/2604.14268)** NEW

*Published: 2026-04-15*

*Team HY-World, Chenjie Cao, Xuhui Zuo, Zhenwei Wang, Yisu Zhang, Junta Wu, Zhenyang Liu, Yuning Gong, Yang Liu, Bo Yuan, Chao Zhang, Coopers Li, Dongyuan Guo, Fan Yang, Haiyu Zhang, Hang Cao, Jianchen Zhu, Jiaxin Lin, Jie Xiao, Jihong Zhang, Junlin Yu, Lei Wang, Lifu Wang, Lilin Wang, Linus, etc.*

[![](https://img.shields.io/badge/GitHub%20Stars-2,072-blue)](https://github.com/Tencent-Hunyuan/HY-World-2.0) ![](https://img.shields.io/badge/Citations-1-9cf)

---




### 2026-05-18

**[Orthrus: Memory-Efficient Parallel Token Generation via Dual-View Diffusion](https://huggingface.co/papers/2605.12825)** NEW

*Published: 2026-05-12*

*Chien Van Nguyen, Chaitra Hegde, Van Cuong Pham, Ryan A. Rossi, Franck Dernoncourt, Thien Huu Nguyen*

[![](https://img.shields.io/badge/GitHub%20Stars-328-blue)](https://github.com/chiennv2000/orthrus)

---


**[Xiaomi OneVL: One-Step Latent Reasoning and Planning with Vision-Language Explanation](https://huggingface.co/papers/2604.18486)** NEW

*Published: 2026-05-08*

*Jinghui Lu, Jiayi Guan, Zhijian Huang, Jinlong Li, Guang Li, Lingdong Kong, Yingyan Li, Han Wang, Shaoqing Xu, Yuechen Luo, Fang Li, Chenxu Dang, Junli Wang, Tao Xu, Jing Wu, Jianhua Wu, Xiaoshuai Hao, Wen Zhang, Tianyi Jiang, Lingfeng Zhang, Lei Zhou, Yingbo Tang, Jie Wang, Yinfeng Gao, Xizhou Bu, etc.*

[![](https://img.shields.io/badge/GitHub%20Stars-350-blue)](https://github.com/xiaomi-research/onevl)

---


**[X-OmniClaw Technical Report: A Unified Mobile Agent for Multimodal Understanding and Interaction](https://huggingface.co/papers/2605.05765)** NEW

*Published: 2026-05-07*

*Xiaoming Ren, Ru Zhen, Chao Li, Yang Song, Qiuxia Hou, Yanhao Zhang, Peng Liu, Qi Qi, Quanlong Zheng, Qi Wu, Zhenyi Liao, Binqiang Pan, Haobo Ji, Haonan Lu*

[![](https://img.shields.io/badge/GitHub%20Stars-161-blue)](https://github.com/OPPO-Mente-Lab/X-OmniClaw)

---


**[HumanNet: Scaling Human-centric Video Learning to One Million Hours](https://huggingface.co/papers/2605.06747)** NEW

*Published: 2026-05-07*

*Yufan Deng, Daquan Zhou*

![](https://img.shields.io/badge/Mendeley%20Readers-1-red) [![](https://img.shields.io/badge/GitHub%20Stars-148-blue)](https://github.com/DAGroup-PKU/HumanNet)

---


**[LLMs Improving LLMs: Agentic Discovery for Test-Time Scaling](https://huggingface.co/papers/2605.08083)** NEW

*Published: 2026-05-08*

*Tong Zheng, Haolin Liu, Chengsong Huang, Huiwen Bao, Sheng Zhang, Rui Liu, Runpeng Dai, Ruibo Chen, Chenxi Liu, Tianyi Xiong, Xidong Wu, Hongming Zhang, Heng Huang*

[![](https://img.shields.io/badge/GitHub%20Stars-129-blue)](https://github.com/zhengkid/AutoTTS)

---




### 2026-05-17

**[UniPath: Adaptive Coordination of Understanding and Generation for Unified Multimodal Reasoning](https://huggingface.co/papers/2605.11400)** NEW

*Published: 2026-05-12*

*Hayes Bai, Yinyi Luo, Wenwen Wang, Qingsong Wen, Jindong Wang*

[![](https://img.shields.io/badge/GitHub%20Stars-113-blue)](https://github.com/AIFrontierLab/TorchUMM)

---


**[EVA-Bench: A New End-to-end Framework for Evaluating Voice Agents](https://huggingface.co/papers/2605.13841)** NEW

*Published: 2026-05-13*

*Tara Bogavelli, Gabrielle Gauthier Melançon, Katrina Stankiewicz, Oluwanifemi Bamgbose, Fanny Riols, Hoang H. Nguyen, Raghav Mehndiratta, Lindsay Devon Brin, Joseph Marinier, Hari Subramani, Anil Madamala, Sridhar Krishna Nemala, Srinivas Sunkara*

[![](https://img.shields.io/badge/GitHub%20Stars-124-blue)](https://github.com/ServiceNow/eva)

---


**[Continuous-Time Distribution Matching for Few-Step Diffusion Distillation](https://huggingface.co/papers/2605.06376)** NEW

*Published: 2026-05-07*

*Tao Liu, Hao Yan, Mengting Chen, Taihang Hu, Zhengrong Yue, Zihao Pan, Jinsong Lan, Xiaoyong Zhu, Ming-Ming Cheng, Bo Zheng, Yaxing Wang*

[![](https://img.shields.io/badge/GitHub%20Stars-130-blue)](https://github.com/byliutao/cdm)

---


**[Flow-OPD: On-Policy Distillation for Flow Matching Models](https://huggingface.co/papers/2605.08063)** NEW

*Published: 2026-05-08*

*Zhen Fang, Wenxuan Huang, Yu Zeng, Yiming Zhao, Shuang Chen, Kaituo Feng, Yunlong Lin, Lin Chen, Zehui Chen, Shaosheng Cao, Feng Zhao*

![](https://img.shields.io/badge/Mendeley%20Readers-3-red) [![](https://img.shields.io/badge/GitHub%20Stars-166-blue)](https://github.com/CostaliyA/Flow-OPD)

---


**[World Action Models: The Next Frontier in Embodied AI](https://huggingface.co/papers/2605.12090)** NEW

*Published: 2026-05-12*

*Siyin Wang, Junhao Shi, Zhaoyang Fu, Xinzhe He, Feihong Liu, Chenchen Yang, Yikang Zhou, Zhaoye Fei, Jingjing Gong, Jinlan Fu, Mike Zheng Shou, Xuanjing Huang, Xipeng Qiu, Yu-Gang Jiang*

[![](https://img.shields.io/badge/GitHub%20Stars-356-blue)](https://github.com/OpenMOSS/Awesome-WAM)

---




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