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AI & Data Science Preprint PDF DOI

JI-ADF: Joint-Individual Learning with Adaptive Decision Fusion for Multimodal Skin Lesion Classification

Phan Nguyen, Dat Cao, Quang Hien Kha, Hien Chu, Minh H. N. Le, Trang Quoc Thao Pham, Nguyen Quoc Khanh Le · 2026

Skin lesion classification is essential for early dermatological diagnosis, yet many existing computer-aided systems rely primarily on dermoscopic images and underutilize the multimodal evidence routi…

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Mathematics Preprint PDF DOI

On Maximal Symmetries of Toric Varieties over Fields of Characteristic Zero

Yutaro Naito · 2026

In this paper, we study complete simplicial toric varieties admitting faithful actions of large symmetric groups. First, we correct a recent classification result by Esser, Ji, and Moraga concerning $…

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AI & Data Science Preprint PDF DOI

Who Wrote This Line? Evaluating the Detection of LLM-Generated Classical Chinese Poetry

Jiang Li, Tian Lan, Shanshan Wang, Dongxing Zhang, Dianqing Lin, Guanglai Gao, Derek F. Wong, Xiangdong Su · 2026

The rapid development of large language models (LLMs) has extended text generation tasks into the literary domain. However, AI-generated literary creations has raised increasingly prominent issues of …

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AI & Data Science Preprint PDF DOI

HY-Embodied-0.5: Embodied Foundation Models for Real-World Agents

Tencent Robotics X, HY Vision Team: Xumin Yu, Zuyan Liu, Ziyi Wang, He Zhang, Yongming Rao, Fangfu Liu, Yani Zhang, Ruowen Zhao, Oran Wang, Yves Liang, Haitao Lin, Minghui Wang, Yubo Dong, Kevin Cheng, Bolin Ni, Rui Huang, Han Hu, Zhengyou Zhang, Linus, Shunyu Yao · 2026

We introduce HY-Embodied-0.5, a family of foundation models specifically designed for real-world embodied agents. To bridge the gap between general Vision-Language Models (VLMs) and the demands of emb…

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AI & Data Science Preprint PDF DOI

Revealing the Learning Dynamics of Long-Context Continual Pre-training

Yupu Liang, Shuang Chen, Guanwei Zhang, Shaolei Wang, Suncong Zheng · 2026

Existing studies on Long-Context Continual Pre-training (LCCP) mainly focus on small-scale models and limited data regimes (tens of billions of tokens). We argue that directly migrating these small-sc…

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Computer Science Preprint PDF DOI

Reducing Subpacketization in Device-to-Device Coded Caching via Heterogeneous File Splitting

Xiang Zhang, Giuseppe Caire, Mingyue Ji · 2026

The packet type (PT)-based framework~\cite{zhang2026taming} provides a systematic and principled approach to designing device-to-device (D2D) coded caching schemes that achieve reduced \sbp while pres…

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Physics Preprint PDF DOI

Multiscale Violation of Onsager Reciprocity: Thermomechanical Proof, Atomic Evidence, and Graphene Predictions

Monty Dabas · 2026

Onsager reciprocity $L_{ij}=L_{ji}$ is a cornerstone of near-equilibrium thermodynamics derived from microscopic time-reversal symmetry. We develop a geometric framework in which entropy-weighted repa…

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Mathematics Preprint PDF DOI

Quantum cellular automata are a coarse homology theory

Matthias Ludewig · 2026

We show that quantum cellular automata naturally form the degree-zero part of a coarse homology theory. The recent result of Ji and Yang that the space of QCA forms an Omega-spectrum in the sense of a…

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Mathematics Preprint PDF DOI

On the Size of the Largest Distinct Extreme Score Set in Random Round-Robin Tournaments

Yaakov Malinovsky · 2026

We consider a general round-robin tournament model with equally strong players in which $X_{ij}$ denotes the score of player $i$ against player $j$. We assume that $X_{ij}$ takes values in a countable…

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Computer Science Preprint PDF DOI

Analyzing the Presentation, Content, and Utilization of References in LLM-powered Conversational AI Systems

Jianheng Ouyang, Arpit Narechania · 2026

As conversational AI systems become popular for information retrieval and question-answering, the references they cite are key to ensuring their answers are reliable and trustworthy. Yet, no prior wor…

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Physics Preprint PDF DOI

Mermin's dielectric function and the f-sum rule

Thomas Chuna, Jan Vorberger, Thomas Gawne, Tobias Dornheim, Michael S. Murillo · 2026

Mermin's dielectric function [N.D. Mermin, Phys. Rev. B 1, 2362 (1970)] is widely assumed to satisfy the f-sum rule because he constrains his ansatz with the continuity equation. However, we identify …

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AI & Data Science Preprint PDF DOI

FastLightGen: Fast and Light Video Generation with Fewer Steps and Parameters

Shitong Shao, Yufei Gu, Zeke Xie · 2026

The recent advent of powerful video generation models, such as Hunyuan, WanX, Veo3, and Kling, has inaugurated a new era in the field. However, the practical deployment of these models is severely imp…

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Computer Science Preprint PDF DOI

Taming Subpacketization without Sacrificing Communication: A Packet Type-based Framework for D2D Coded Caching

Xiang Zhang, Giuseppe Caire, Mingyue Ji · 2026

Finite-length analysis is critical for bringing coded caching closer to practical deployment. In this work, we study the design of communication rate-optimal device-to-device (D2D) coded caching schem…

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AI & Data Science Preprint PDF DOI

AngelSlim: A more accessible, comprehensive, and efficient toolkit for large model compression

Rui Cen, QiangQiang Hu, Hong Huang, Hong Liu, Song Liu, Xin Luo, Lin Niu, Yifan Tan, Decheng Wu, Linchuan Xie, Rubing Yang, Guanghua Yu, Jianchen Zhu (Hunyuan AI Infra Team) · 2026

This technical report introduces AngelSlim, a comprehensive and versatile toolkit for large model compression developed by the Tencent Hunyuan team. By consolidating cutting-edge algorithms, including…

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AI & Data Science Preprint PDF DOI

DisCa: Accelerating Video Diffusion Transformers with Distillation-Compatible Learnable Feature Caching

Chang Zou, Changlin Li, Yang Li, Patrol Li, Jianbing Wu, Xiao He, Songtao Liu, Zhao Zhong, Kailin Huang, Linfeng Zhang · 2026

While diffusion models have achieved great success in the field of video generation, this progress is accompanied by a rapidly escalating computational burden. Among the existing acceleration methods,…

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AI & Data Science Preprint PDF DOI

PISA: Piecewise Sparse Attention Is Wiser for Efficient Diffusion Transformers

Haopeng Li, Shitong Shao, Wenliang Zhong, Zikai Zhou, Lichen Bai, Hui Xiong, Zeke Xie · 2026

Diffusion Transformers are fundamental for video and image generation, but their efficiency is bottlenecked by the quadratic complexity of attention. While block sparse attention accelerates computati…

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Sociology & Anthropology Preprint PDF DOI

Synchronization in Traffic Dynamics: Mechanisms of Hysteresis

Jinghui Wang, Wei Lv · 2026

Starting from a second-order linear differential equation, we analyze the dynamical mechanisms of no behavior pattern (pure response), reaction and anticipation behaviors in traffic. As an emergence o…

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AI & Data Science Preprint PDF DOI

iFSQ: Improving FSQ for Image Generation with 1 Line of Code

Bin Lin, Zongjian Li, Yuwei Niu, Kaixiong Gong, Yunyang Ge, Yunlong Lin, Mingzhe Zheng, JianWei Zhang, Miles Yang, Zhao Zhong, Liefeng Bo, Li Yuan · 2026

The field of image generation is currently bifurcated into autoregressive (AR) models operating on discrete tokens and diffusion models utilizing continuous latents. This divide, rooted in the distinc…

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AI & Data Science Preprint PDF DOI

StableWorld: Towards Stable and Consistent Long Interactive Video Generation

Ying Yang, Zhengyao Lv, Tianlin Pan, Haofan Wang, Binxin Yang, Hubery Yin, Chen Li, Ziwei Liu, Chenyang Si · 2026

In this paper, we explore the overlooked challenge of stability and temporal consistency in interactive video generation, which synthesizes dynamic and controllable video worlds through interactive be…

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Physics Preprint PDF DOI

Lattice-QCD validation of hadron mass and trace-anomaly decomposition sum rules

Dennis Bollweg, Heng-Tong Ding, Xiang Gao, Ran Luo, Swagato Mukherjee · 2026

We present the first lattice-QCD validation of multiple sum rules associated with quark-gluon decomposition of hadron mass by computing all components from first principles. We achieve this through no…

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