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arXiv preprints from January 1, 2026 through September 20, 2026 — 18:58:29 EST

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Posted in cs.LG · 2026-01-18 · Manasi Kanade, Abhi Thakkar, Gabriela Fernandes

Explainable Machine Learning for Pediatric Dental Risk Stratification Using Socio-Demographic Determinants

Background: Pediatric dental disease remains one of the most prevalent and inequitable chronic health conditions worldwide. Although strong epidemiological evidence links oral health outcomes to socio-economic and demographic determinants, most artificial intelligence (AI) applications in dentistry rely on image-based diagnosis and...

💬 0 commentsarXiv:2601.12405v1PDF
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Posted in cs.CY · 2026-01-18 · Mengting Wei, Aditya Gulati, Guoying Zhao, Nuria Oliver

Happy Young Women, Grumpy Old Men? Emotion-Driven Demographic Biases in Synthetic Face Generation

Synthetic faces from text-to-image (T2I) models pervade digital media, yet their demographic biases under emotionally conditioned prompts remain poorly understood. We aim to systematically audit how emotionally conditioned prompts affect demographic and perceived-attractiveness biases in synthetic faces generated by T2I models, with...

💬 0 commentsarXiv:2602.00032v3PDF
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Posted in physics.optics · 2026-01-18 · Yifei Qi, Runhao Li, Jie Li, Taichao Wang, Wangyouyou Li, Ernesto P. Raposo, Anderson S. L. Gomes, Han Wu, Zinan Wang

Bridging Photon Statistics and Phase Transitions in Random Fiber Lasers

Complex systems exhibit rich equilibrium states, yet the universal principles governing these systems remain unrevealed, motivating the search for novel experimental platforms. Random fiber lasers (RFLs), which generate partially-coherent light-wave through feedback from Rayleigh scattering, provide a photonic realization of such...

💬 0 commentsarXiv:2601.12404v1PDF
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Posted in eess.SP · 2026-01-18 · Shu Cai, Ya-Feng Liu, Jun Zhan, Qi Zhang

RIS-Enhanced Information-Decoupled Symbiotic Radio Over Broadcasting Signals

This paper studies a reconfigurable intelligent surface (RIS)-enhanced decoupled symbiotic radio (SR) system in which a primary transmitter delivers common data to multiple primary receivers (PRs), while a RIS-based backscatter device sends secondary data to a backscatter receiver (BRx). Unlike conventional SR, the BRx performs energy...

💬 0 commentsarXiv:2601.12403v1PDF
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Posted in cs.CV · 2026-01-18 · Aleksandra Jamróz, Patrycja Wysocka, Piotr Garbat

Weaknesses of Facial Emotion Recognition Systems

Emotion detection from faces is one of the machine learning problems needed for human-computer interaction. The variety of methods used is enormous, which motivated an in-depth review of articles and scientific studies. Three of the most interesting and best solutions are selected, followed by the selection of three datasets that...

💬 0 commentsarXiv:2601.12402v1PDF
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Posted in cs.LG · 2026-01-18 · Jinmei Liu, Haoru Li, Zhenhong Sun, Chaofeng Chen, Yatao Bian, Bo Wang, Daoyi Dong, Chunlin Chen, Zhi Wang

Beyond the Dirac Delta: Mitigating Diversity Collapse in Reinforcement Fine-Tuning for Versatile Image Generation

Reinforcement learning (RL) has emerged as a powerful paradigm for fine-tuning large-scale generative models, such as diffusion and flow models, to align with complex human preferences and user-specified tasks. A fundamental limitation remains \textit{the curse of diversity collapse}, where the objective formulation and optimization...

💬 0 commentsarXiv:2601.12401v1PDF
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Posted in eess.SY · 2026-01-18 · Lasse Kötz, Jonas Sjöberg, Knut Åkesson

Optimal Control-Based Falsification of Learnt Dynamics via Neural ODEs and Symbolic Regression

We present a falsification framework that integrates learned surrogate dynamics with optimal control to efficiently generate counterexamples for cyber-physical systems specified in signal temporal logic (STL). The unknown system dynamics are identified using neural ODEs, while known a-priori structure is embedded directly into the...

💬 0 commentsarXiv:2602.00031v1PDF
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Posted in math.OC · 2026-01-18 · Laurent Condat, Artavazd Maranjyan, Peter Richtárik

BiCoLoR: Communication-Efficient Optimization with Bidirectional Compression and Local Training

Slow and costly communication is often the main bottleneck in distributed optimization, especially in federated learning where it occurs over wireless networks. We introduce BiCoLoR, a communication-efficient optimization algorithm that combines two widely used and effective strategies: local training, which increases computation...

💬 0 commentsarXiv:2601.12400v1PDF
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Posted in cond-mat.mtrl-sci · 2026-01-18 · V. A. Tyutvinov, M. S. Sidelnikov, N. A. Abdullayev, Z. S. Aliev, I. R. Amiraslanov, N. T. Mamedov, V. N. Zverev, L. Ya. Vinnikov

Sub-domain structure in a single crystal of the magnetic topological insulator MnSb2Te4

The domain structure of a MnSb$_2$Te$_4$ single crystal with a Curie temperature $T_C \approx 45~K$ was studied using the high-resolution Bitter decoration technique. Magnetotransport measurements confirm a soft ferromagnetic ordering with a coercive field of $ \sim 100$ Oe. We revealed the formation of a hierarchical domain structure...

💬 0 commentsarXiv:2601.12399v1PDF
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Posted in math.OC · 2026-01-18 · Haijuan Liu, Xuyang Wu

Anderson Acceleration for Distributed Constrained Optimization over Time-varying Networks

This paper applies the Anderson Acceleration (AA) technique to accelerate the Fenchel dual gradient method (FDGM) to solve constrained optimization problems over time-varying networks. AA is originally designed for accelerating fixed-point iterations, and its direct application to FDGM faces two challenges: 1) FDGM in time-varying...

💬 0 commentsarXiv:2601.12398v1PDF
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Posted in cs.RO · 2026-01-18 · Wangtian Shen, Jinming Ma, Mingliang Zhou, Ziyang Meng

Learning Diverse Skills for Behavior Models with Mixture of Experts

Imitation learning has demonstrated strong performance in robotic manipulation by learning from large-scale human demonstrations. While existing models excel at single-task learning, it is observed in practical applications that their performance degrades in the multi-task setting, where interference across tasks leads to an averaging...

💬 0 commentsarXiv:2601.12397v1PDF
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Posted in astro-ph.EP · 2026-01-18 · Juma Kamulali, Vardan Adibekyan, Benard Nsamba, Sergio G. Sousa, Tiago. L. Campante, Achim Weiss, Bridget Kabugho, Nuno Moedas, Nuno C. Santos, Otto Trust

Revisiting the exoplanet radius valley with host stars from SWEET-Cat

The radius valley,a deficit of planets near 2 $\mathrm{R_{\oplus}}$, was observed among exoplanets of radius $\lesssim$ 5 $\mathrm{R_{\oplus}}$ with periods $<$ 100 days by NASA's $Kepler$ mission. It separates super-Earths (rocky, $\lesssim 1.9$ $\mathrm{R_{\oplus}}$) from sub-Neptunes (volatile-rich, $\gtrsim 2$...

💬 0 commentsarXiv:2601.12396v1PDF
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Posted in cs.RO · 2026-01-18 · Chao Wang, Anna Belardinelli, Michael Gienger

XR$^3$: An Extended Reality Platform for Social-Physical Human-Robot Interaction

Social-physical human-robot interaction (spHRI) is difficult to study: building and programming robots that integrate multiple interaction modalities is costly and slow, while VR-based prototypes often lack physical contact, breaking users' visuo-tactile expectations. We present XR$^3$, a co-located dual-VR-headset platform for HRI...

💬 0 commentsarXiv:2601.12395v3PDF
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Posted in cs.AI · 2026-01-18 · Xiaohang Nie, Zihan Guo, Zicai Cui, Jiachi Yang, Zeyi Chen, Leheyi De, Yu Zhang, Junwei Liao, Bo Huang, Yingxuan Yang, Zhi Han, Zimian Peng, Linyao Chen, Wenzheng Tom Tang, Zongkai Liu, Tao Zhou, Botao Amber Hu, Shuyang Tang, Jianghao Lin, Weiwen Liu, Muning Wen, Yuanjian Zhou, Weinan Zhang

Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web

As large language models (LLM)-driven agents transition from isolated task solvers to persistent digital entities, the emergence of the Agentic Web, an ecosystem where heterogeneous agents autonomously interact and co-evolve, marks a pivotal shift toward Artificial General Intelligence (AGI). However, LLM-based multi-agent systems...

💬 0 commentsarXiv:2604.02334v1PDF
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Posted in cs.IT · 2026-01-18 · Morteza Varasteh, Pegah Sharifi

Privacy via Modulation Rotation and Inter-Symbol Interference

Two physical-layer mechanisms for achieving user-side differential privacy in communication systems are proposed. Focusing on binary phase-shift keying (BPSK) modulation, differential privacy (DP) is first studied under a deterministic phase rotation applied on the BPSK modulation at the transmitter, while the receiver is assumed to...

💬 0 commentsarXiv:2601.12394v1PDF
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Posted in cs.IT · 2026-01-18 · Shohei Satake

$2$-quasi-perfect Lee codes and abelian Ramanujan graphs: a new construction and relationship

This paper presents a new explicit infinite family of 2-quasi-perfect $p$-ary Lee codes of length $\frac{q-1}{2}$ and dimension $\frac{q-1}{2}-2k$ for $q = p^k \ge 14$, $p\geq 5$ a prime. Our codes are derived from the generating set $H_q = \{(a, a^3) \mid a \in \mathbb{F}_q^*\}$ of the additive group of the finite field...

💬 0 commentsarXiv:2601.12393v3PDF
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Posted in cs.AI · 2026-01-18 · Zhentao Xia, Yongqi Fan, Yuxiang Chu, Yichao Yin, Liangliang Chen, Tong Ruan, Weiyan Zhang

PsychēChat: An Empathic Framework Focused on Emotion Shift Tracking and Safety Risk Analysis in Psychological Counseling

Large language models (LLMs) have demonstrated notable advancements in psychological counseling. However, existing models generally do not explicitly model seekers' emotion shifts across counseling sessions, a core focus in classical psychological schools. Moreover, how to align counselor models' responses with these emotion shifts...

💬 0 commentsarXiv:2601.12392v1PDF
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Posted in cs.CV · 2026-01-18 · Dasith de Silva Edirimuni, Ajmal Saeed Mian

Class-Partitioned VQ-VAE and Latent Flow Matching for Point Cloud Scene Generation

Most 3D scene generation methods are limited to only generating object bounding box parameters while newer diffusion methods also generate class labels and latent features. Using object size or latent feature, they then retrieve objects from a predefined database. For complex scenes of varied, multi-categorical objects,...

💬 0 commentsarXiv:2601.12391v1PDF
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Posted in cs.CY · 2026-01-18 · Luka Bekavac, Simon Mayer

Auditing Meta and TikTok Research API Data Access under Article 40(12) of the Digital Services Act

Article 40(12) of the Digital Services Act (DSA) requires Very Large Online Platforms (VLOPs) to provide vetted researchers with access to publicly accessible data. While prior work has identified shortcomings of platform-provided data access mechanisms, existing research has not quantitatively assessed data quality and completeness...

💬 0 commentsarXiv:2601.12390v1PDF
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Posted in cs.CL · 2026-01-18 · Lakshya Tomar, Vinayak Abrol, Puneet Agarwal

NADIR: Differential Attention Flow for Non-Autoregressive Transliteration in Indic Languages

In this work, we argue that not all sequence-to-sequence tasks require the strong inductive biases of autoregressive (AR) models. Tasks like multilingual transliteration, code refactoring, grammatical correction or text normalization often rely on local dependencies where the full modeling capacity of AR models can be overkill,...

💬 0 commentsarXiv:2601.12389v1PDF
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Posted in math.AC · 2026-01-18 · Amartya Goswami, Joseph Israel Zelezniak

Strong Hollowness in Commutative Rings

In this paper we study strongly hollow ideals and completely strongly hollow ideals in commutative rings without finiteness assumptions. We establish basic structural properties, including maximality phenomena and permanence under quotients and surjective homomorphisms. We obtain several characterizations of completely strongly hollow...

💬 0 commentsarXiv:2601.12388v1PDF
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Posted in cond-mat.supr-con · 2026-01-18 · Jihang Zhu, Chunli Huang

Microscopic origin of orbital magnetization in chiral superconductors

Chiral superconductivity is a time-reversal-symmetry-breaking superconducting phase that has attracted broad interest as a potential platform for topological quantum computation. A fundamental consequence of this symmetry breaking is orbital magnetization, yet a clear microscopic formulation of this quantity has remained elusive. This...

💬 0 commentsarXiv:2601.12387v2PDF
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Posted in physics.app-ph · 2026-01-18 · Biao Zhang, Wan Jiang, Chengyang Yu, Changjun Liu

A C-band microwave rectifier without capacitors for microwave power transmission

A microwave rectifier at 5.8 GHz without any capacitors is presented, which owns a measured MW-to-DC conversion efficiency of 68.1%. A harmonic rejection filter and a DC pass filter, which replace lumped capacitors in conventional microwave rectifiers, are applied to suppressing the harmonics produced by an HSMS-286 Schottky diode...

💬 0 commentsarXiv:2601.12386v1PDF
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Posted in math.GM · 2026-01-18 · Carlos E. Cadenas R., Yorman J. Mendoza N

A new iterative three-point method for solving systems of nonlinear equations

A three-point iterative method for solving scalar non-linear equations was selected and then adapted to solve systems of non-linear equations. Subsequently, by applying Taylor's theorem to functions of $\R^{n}$ in $\R^{n}$, it is shown that the new method also has a sixth order of convergence. It is confirmed that the theoretical...

💬 0 commentsarXiv:2601.15323v1PDF
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Posted in cs.PL · 2026-01-18 · Feifei Li, Xiao Chen, Xiaoyu Sun, Xi Xiao, Shaohua Wang, Yong Ding, Sheng Wen, Qing Li

Context-Free Grammar Inference for Complex Programming Languages in Black Box Settings

Grammar inference for complex programming languages remains a significant challenge, as existing approaches fail to scale to real world datasets within practical time constraints. In our experiments, none of the state-of-the-art tools, including Arvada, Treevada and Kedavra were able to infer grammars for complex languages such as C,...

💬 0 commentsarXiv:2601.12385v1PDF