Painterly Rendering with Curved Brush Strokes of Multiple Sizes. - Aaron Hertzmann (SIGGRAPH, 1998)

Compiling Java to a Typed Lambda-Calculus: A Preliminary Report. - Andrew K. Wright; Suresh Jagannathan; Cristian Ungureanu; Aaron Hertzmann (Types in Compilation, 1998)

Recovering Non-Rigid 3D Shape from Image Streams. - Christoph Bregler; Aaron Hertzmann; Henning Biermann (CVPR, 2000)

Painterly rendering for video and interaction. - Aaron Hertzmann; Ken Perlin (NPAR, 2000)

Style machines. - Matthew Brand; Aaron Hertzmann (SIGGRAPH, 2000)

Illustrating smooth surfaces. - Aaron Hertzmann; Denis Zorin (SIGGRAPH, 2000)

Paint By Relaxation. - Aaron Hertzmann (Computer Graphics International, 2001)

Texture and Shape Synthesis on Surfaces. - Lexing Ying; Aaron Hertzmann; Henning Biermann; Denis Zorin (Rendering Techniques, 2001)

Image analogies. - Aaron Hertzmann; Charles E. Jacobs; Nuria Oliver; Brian Curless; David Salesin (SIGGRAPH, 2001)

Algorithms for Rendering in Artistic Styles. - Aaron Hertzmann (2001)

Fast paint texture. - Aaron Hertzmann (NPAR, 2002)

Curve Analogies. - Aaron Hertzmann; Nuria Oliver; Brian Curless; Steven M. Seitz (Rendering Techniques, 2002)

Shape analogies. - Aaron Hertzmann; Nuria Oliver; Brian Curless; Steven M. Seitz (SIGGRAPH Abstracts and Applications, 2002)

Different Manhattan project: automatic statistical model generation. - Chee-Keng Yap; Henning Biermann; Aaron Hertzmann; Chen Li 003; Jon Meyer; Hsing-Kuo Pao; Salvatore Paxia (Visualization and Data Analysis, 2002)

Shape and Materials by Example: A Photometric Stereo Approach. - Aaron Hertzmann; Steven M. Seitz (CVPR (1), 2003)

Shape and Motion under Varying Illumination: Unifying Structure from Motion, Photometric Stereo, and Multi-view Stereo. - Li Zhang 003; Brian Curless; Aaron Hertzmann; Steven M. Seitz (ICCV, 2003)

Learning Non-Rigid 3D Shape from 2D Motion. - Lorenzo Torresani; Aaron Hertzmann; Christoph Bregler (NIPS, 2003)

Machine Learning for Computer Graphics: A Manifesto and Tutorial. - Aaron Hertzmann (PG, 2003)

A Survey of Stroke-Based Rendering. - Aaron Hertzmann (IEEE Computer Graphics and Applications, 2003)

Automatic Non-rigid 3D Modeling from Video. - Lorenzo Torresani; Aaron Hertzmann (ECCV (2), 2004)

Example-Based Stereo with General BRDFs. - Adrien Treuille; Aaron Hertzmann; Steven M. Seitz (ECCV (2), 2004)

Introduction to Bayesian learning. - Aaron Hertzmann (SIGGRAPH Course Notes, 2004)

Keyframe-based tracking for rotoscoping and animation. - Aseem Agarwala; Aaron Hertzmann; David Salesin; Steven M. Seitz (ACM Trans. Graph., 2004)

Style-based inverse kinematics. - Keith Grochow; Steven L. Martin; Aaron Hertzmann; Zoran Popovic (ACM Trans. Graph., 2004)

A segment based probabilistic generative model of speech. - Kannan Achan; Sam T. Roweis; Aaron Hertzmann; Brendan J. Frey (ICASSP (5), 2005)

Priors for People Tracking from Small Training Sets. - Raquel Urtasun; David J. Fleet; Aaron Hertzmann; Pascal Fua (ICCV, 2005)

Learning Shared Latent Structure for Image Synthesis and Robotic Imitation. - Aaron P. Shon; Keith Grochow; Aaron Hertzmann; Rajesh P. N. Rao (NIPS, 2005)

Gaussian Process Dynamical Models. - Jack M. Wang; David J. Fleet; Aaron Hertzmann (NIPS, 2005)

Example-Based Photometric Stereo: Shape Reconstruction with General, Varying BRDFs. - Aaron Hertzmann; Steven M. Seitz (IEEE Trans. Pattern Anal. Mach. Intell., 2005)

Learning physics-based motion style with nonlinear inverse optimization. - C. Karen Liu; Aaron Hertzmann; Zoran Popovic (ACM Trans. Graph., 2005)

Segmentation-Based 3D Artistic Rendering. - Alexander Kolliopoulos; Jack M. Wang; Aaron Hertzmann (Rendering Techniques, 2006)

Learning a correlated model of identity and pose-dependent body shape variation for real-time synthesis. - Brett Allen; Brian Curless; Zoran Popovic; Aaron Hertzmann (Symposium on Computer Animation, 2006)

Composition of complex optimal multi-character motions. - C. Karen Liu; Aaron Hertzmann; Zoran Popovic (Symposium on Computer Animation, 2006)

Removing camera shake from a single photograph. - Robert Fergus; Barun Singh; Aaron Hertzmann; Sam T. Roweis; William T. Freeman (ACM Trans. Graph., 2006)

Physics-Based Person Tracking Using Simplified Lower-Body Dynamics. - Marcus A. Brubaker; David J. Fleet; Aaron Hertzmann (CVPR, 2007)

Multifactor Gaussian process models for style-content separation. - Jack M. Wang; David J. Fleet; Aaron Hertzmann (ICML, 2007)

Isophote distance: a shading approach to artistic stroke thickness. - Todd Goodwin; Ian Vollick; Aaron Hertzmann (NPAR, 2007)

Specifying label layout style by example. - Ian Vollick; Daniel Vogel 001; Maneesh Agrawala; Aaron Hertzmann (UIST, 2007)

Active learning for real-time motion controllers. - Seth Cooper; Aaron Hertzmann; Zoran Popovic (ACM Trans. Graph., 2007)

Nonrigid Structure-from-Motion: Estimating Shape and Motion with Hierarchical Priors. - Lorenzo Torresani; Aaron Hertzmann; Christoph Bregler (IEEE Trans. Pattern Anal. Mach. Intell., 2008)

Gaussian Process Dynamical Models for Human Motion. - Jack M. Wang; David J. Fleet; Aaron Hertzmann (IEEE Trans. Pattern Anal. Mach. Intell., 2008)

Correction to "Gaussian Process Dynamical Models for Human Motion". - Jack M. Wang; David J. Fleet; Aaron Hertzmann (IEEE Trans. Pattern Anal. Mach. Intell., 2008)

Image sequence geolocation with human travel priors. - Evangelos Kalogerakis; Olga Vesselova; James Hays; Alexei A. Efros; Aaron Hertzmann (ICCV, 2009)

Prioritized optimization for task-space control. - Martin de Lasa; Aaron Hertzmann (IROS, 2009)

Realistic human body movement for emotional expressiveness. - Aaron Hertzmann; Carol O'Sullivan; Ken Perlin (SIGGRAPH Courses, 2009)

Data-driven curvature for real-time line drawing of dynamic scenes. - Evangelos Kalogerakis; Derek Nowrouzezahrai; Patricio D. Simari; James McCrae; Aaron Hertzmann; Karan Singh (ACM Trans. Graph., 2009)

Optimizing walking controllers. - Jack M. Wang; David J. Fleet; Aaron Hertzmann (ACM Trans. Graph., 2009)

Non-Photorealistic Rendering and the science of art. - Aaron Hertzmann (NPAR, 2010)

Physics-Based Person Tracking Using the Anthropomorphic Walker. - Marcus A. Brubaker; David J. Fleet; Aaron Hertzmann (Int. J. Comput. Vis., 2010)

Shape and Spatially-Varying BRDFs from Photometric Stereo. - Dan B. Goldman; Brian Curless; Aaron Hertzmann; Steven M. Seitz (IEEE Trans. Pattern Anal. Mach. Intell., 2010)

Learning 3D mesh segmentation and labeling. - Evangelos Kalogerakis; Aaron Hertzmann; Karan Singh (ACM Trans. Graph., 2010)

Feature-based locomotion controllers. - Martin de Lasa; Igor Mordatch; Aaron Hertzmann (ACM Trans. Graph., 2010)

Robust physics-based locomotion using low-dimensional planning. - Igor Mordatch; Martin de Lasa; Aaron Hertzmann (ACM Trans. Graph., 2010)

Optimizing walking controllers for uncertain inputs and environments. - Jack M. Wang; David J. Fleet; Aaron Hertzmann (ACM Trans. Graph., 2010)

Physics-Based Characters. - Aaron Hertzmann; Victor B. Zordan (IEEE Computer Graphics and Applications, 2011)

Color compatibility from large datasets. - Peter O'Donovan; Aseem Agarwala; Aaron Hertzmann (ACM Trans. Graph., 2011)

Learning hatching for pen-and-ink illustration of surfaces. - Evangelos Kalogerakis; Derek Nowrouzezahrai; Simon Breslav; Aaron Hertzmann (ACM Trans. Graph., 2012)

AniPaint: Interactive Painterly Animation from Video. - Peter O'Donovan; Aaron Hertzmann (IEEE Trans. Vis. Comput. Graph., 2012)

Metric Regression Forests for Human Pose Estimation. - Gerard Pons-Moll; Jonathan Taylor 001; Jamie Shotton; Aaron Hertzmann; Andrew W. Fitzgibbon (BMVC, 2013)

Recognizing Image Style. - Sergey Karayev; Aaron Hertzmann; Holger Winnemoeller; Aseem Agarwala; Trevor Darrell (CoRR, 2013)

Trajectory Optimization for Full-Body Movements with Complex Contacts. - Mazen Al Borno; Martin de Lasa; Aaron Hertzmann (IEEE Trans. Vis. Comput. Graph., 2013)

Image-Based Remodeling. - Alex Colburn; Aseem Agarwala; Aaron Hertzmann; Brian Curless; Michael F. Cohen (IEEE Trans. Vis. Comput. Graph., 2013)

Learning Latent Factor Models of Travel Data for Travel Prediction and Analysis. - Michael Guerzhoy; Aaron Hertzmann (Canadian AI, 2014)

Recognizing Image Style. - Sergey Karayev; Matthew Trentacoste; Helen Han; Aseem Agarwala; Trevor Darrell; Aaron Hertzmann; Holger Winnemoeller (BMVC, 2014)

Collaborative filtering of color aesthetics. - Peter O'Donovan; Aseem Agarwala; Aaron Hertzmann (CAe@Expressive, 2014)

User-Specific Hand Modeling from Monocular Depth Sequences. - Jonathan Taylor 001; Richard V. Stebbing; Varun Ramakrishna; Cem Keskin; Jamie Shotton; Shahram Izadi; Aaron Hertzmann; Andrew W. Fitzgibbon (CVPR, 2014)

PortraitSketch: face sketching assistance for novices. - Jun Xie; Aaron Hertzmann; Wilmot Li; Holger Winnemöller (UIST, 2014)

Feedback control for rotational movements in feature space. - Mazen Al Borno; Eugene Fiume; Aaron Hertzmann; Martin de Lasa (Comput. Graph. Forum, 2014)

Image Classification and Retrieval from User-Supplied Tags. - Hamid Izadinia; Ali Farhadi; Aaron Hertzmann; Matthew D. Hoffman (CoRR, 2014)

Computing smooth surface contours with accurate topology. - Pierre Bénard; Aaron Hertzmann; Michael Kass (ACM Trans. Graph., 2014)

A similarity measure for illustration style. - Elena Garces 001; Aseem Agarwala; Diego Gutierrez; Aaron Hertzmann (ACM Trans. Graph., 2014)

Exploratory font selection using crowdsourced attributes. - Peter O'Donovan; Janis Libeks; Aseem Agarwala; Aaron Hertzmann (ACM Trans. Graph., 2014)

Learning Layouts for Single-PageGraphic Designs. - Peter O'Donovan; Aseem Agarwala; Aaron Hertzmann (IEEE Trans. Vis. Comput. Graph., 2014)

DesignScape: Design with Interactive Layout Suggestions. - Peter O'Donovan; Aseem Agarwala; Aaron Hertzmann (CHI, 2015)

MatrixWave: Visual Comparison of Event Sequence Data. - Jian Zhao 010; Zhicheng Liu 001; Mira Dontcheva; Aaron Hertzmann; Alan Wilson 004 (CHI, 2015)

Learning style similarity for searching infographics. - Babak Saleh; Mira Dontcheva; Aaron Hertzmann; Zhicheng Liu 001 (Graphics Interface, 2015)

Predicting Range of Acceptable Photographic Tonal Adjustments. - Ronnachai Jaroensri; Sylvain Paris; Aaron Hertzmann; Vladimir Bychkovsky; Frédo Durand (ICCP, 2015)

Deep Classifiers from Image Tags in the Wild. - Hamid Izadinia; Bryan C. Russell; Ali Farhadi; Matthew D. Hoffman; Aaron Hertzmann (MMCommons@ACM Multimedia, 2015)

Metric Regression Forests for Correspondence Estimation. - Gerard Pons-Moll; Jonathan Taylor 001; Jamie Shotton; Aaron Hertzmann; Andrew W. Fitzgibbon (Int. J. Comput. Vis., 2015)

Efficient Optimization for Sparse Gaussian Process Regression. - Yanshuai Cao; Marcus A. Brubaker; David J. Fleet; Aaron Hertzmann (IEEE Trans. Pattern Anal. Mach. Intell., 2015)

Style compatibility for 3D furniture models. - Tianqiang Liu; Aaron Hertzmann; Wilmot Li; Thomas A. Funkhouser (ACM Trans. Graph., 2015)

A Joint Model for Who-to-Follow and What-to-View Recommendations on Behance. - Maja R. Rudolph; Matthew D. Hoffman; Aaron Hertzmann (WWW (Companion Volume), 2016)

Automatic Portrait Segmentation for Image Stylization. - Xiaoyong Shen; Aaron Hertzmann; Jiaya Jia; Sylvain Paris; Brian L. Price; Eli Shechtman; Ian Sachs (Comput. Graph. Forum, 2016)

Preserving Color in Neural Artistic Style Transfer. - Leon A. Gatys; Matthias Bethge; Aaron Hertzmann; Eli Shechtman (CoRR, 2016)

Vremiere: In-Headset Virtual Reality Video Editing. - Cuong Nguyen 003; Stephen DiVerdi; Aaron Hertzmann; Feng Liu 015 (CHI, 2017)

Controlling Perceptual Factors in Neural Style Transfer. - Leon A. Gatys; Alexander S. Ecker; Matthias Bethge; Aaron Hertzmann; Eli Shechtman (CVPR, 2017)

BAM! The Behance Artistic Media Dataset for Recognition Beyond Photography. - Michael J. Wilber; Chen Fang; Hailin Jin; Aaron Hertzmann; John P. Collomosse; Serge J. Belongie (ICCV, 2017)

Video for virtual reality. - Christian Richardt; James Tompkin 001; Jordan Halsey; Aaron Hertzmann; Jonathan Starck; Oliver Wang (SIGGRAPH Courses, 2017)

Learning Visual Importance for Graphic Designs and Data Visualizations. - Zoya Bylinskii; Nam Wook Kim; Peter O'Donovan; Sami Alsheikh; Spandan Madan; Hanspeter Pfister; Frédo Durand; Bryan C. Russell; Aaron Hertzmann (UIST, 2017)

CollaVR: Collaborative In-Headset Review for VR Video. - Cuong Nguyen 003; Stephen DiVerdi; Aaron Hertzmann; Feng Liu 015 (UIST, 2017)

Style-based exploration of illustration datasets. - Elena Garces 001; Aseem Agarwala; Aaron Hertzmann; Diego Gutierrez (Multim. Tools Appl., 2017)

Learning hierarchical shape segmentation and labeling from online repositories. - Li Yi 001; Leonidas J. Guibas; Aaron Hertzmann; Vladimir G. Kim; Hao Su 001; Ersin Yumer (ACM Trans. Graph., 2017)

Depth Conflict Reduction for Stereo VR Video Interfaces. - Cuong Nguyen 003; Stephen DiVerdi; Aaron Hertzmann; Feng Liu 015 (CHI, 2018)

Can Computers Create Art? - Aaron Hertzmann (CoRR, 2018)

Beyond Textures: Learning from Multi-domain Artistic Images for Arbitrary Style Transfer. - Zheng Xu 002; Michael J. Wilber; Chen Fang; Aaron Hertzmann; Hailin Jin (CoRR, 2018)

Line Drawings from 3D Models. - Pierre Bénard; Aaron Hertzmann (CoRR, 2018)

Im2Pencil: Controllable Pencil Illustration From Photographs. - Yijun Li 001; Chen Fang; Aaron Hertzmann; Eli Shechtman; Ming-Hsuan Yang 001 (CVPR, 2019)

Learning from Multi-domain Artistic Images for Arbitrary Style Transfer. - Zheng Xu 002; Michael J. Wilber; Chen Fang; Aaron Hertzmann; Hailin Jin (Expressive, 2019)

Video Motion Stylization by 2D Rigidification. - Johanna Delanoy; Adrien Bousseau; Aaron Hertzmann (Expressive, 2019)

LayoutGAN: Generating Graphic Layouts with Wireframe Discriminators. - Jianan Li 001; Jimei Yang; Aaron Hertzmann; Jianming Zhang 001; Tingfa Xu (ICLR (Poster), 2019)

View-Dependent Video Textures for 360° Video. - Sean J. Liu; Maneesh Agrawala; Stephen DiVerdi; Aaron Hertzmann (UIST, 2019)

Learning A Stroke-Based Representation for Fonts. - Elena Balashova 001; Amit H. Bermano; Vladimir G. Kim; Stephen DiVerdi; Aaron Hertzmann; Thomas A. Funkhouser (Comput. Graph. Forum, 2019)

Aesthetics of Neural Network Art. - Aaron Hertzmann (CoRR, 2019)

Visual Indeterminacy in Generative Neural Art. - Aaron Hertzmann (CoRR, 2019)

Line Drawings from 3D Models: A Tutorial. - Pierre Bénard; Aaron Hertzmann (Found. Trends Comput. Graph. Vis., 2019)

Context-Aware Asset Search for Graphic Design. - Balazs Kovacs; Peter O'Donovan; Kavita Bala; Aaron Hertzmann (IEEE Trans. Vis. Comput. Graph., 2019)

Motion parallax for 360° RGBD video. - Ana Serrano; Incheol Kim; Zhili Chen; Stephen DiVerdi; Diego Gutierrez; Aaron Hertzmann; Belén Masiá (IEEE Trans. Vis. Comput. Graph., 2019)

Neural Contours: Learning to Draw Lines From 3D Shapes. - Difan Liu; Mohamed Nabail; Aaron Hertzmann; Evangelos Kalogerakis (CVPR, 2020)

Transforming and Projecting Images into Class-Conditional Generative Networks. - Minyoung Huh; Richard Zhang 001; Jun-Yan Zhu; Sylvain Paris; Aaron Hertzmann (ECCV (2), 2020)

GANSpace: Discovering Interpretable GAN Controls. - Erik Härkönen; Aaron Hertzmann; Jaakko Lehtinen; Sylvain Paris (NeurIPS, 2020)

Contact and Human Dynamics from Monocular Video. - Davis Rempe; Leonidas J. Guibas; Aaron Hertzmann; Bryan C. Russell; Ruben Villegas; Jimei Yang (SCA (Showcases), 2020)

Predicting Visual Importance Across Graphic Design Types. - Camilo Fosco; Vincent Casser; Amish Kumar Bedi; Peter O'Donovan; Aaron Hertzmann; Zoya Bylinskii (UIST, 2020)

Technical perspective: When the adversary is your friend. - Alexei A. Efros; Aaron Hertzmann (Commun. ACM, 2020)

Computers do not make art, people do. - Aaron Hertzmann (Commun. ACM, 2020)

Adversarial training for fast arbitrary style transfer. - Zheng Xu 002; Michael J. Wilber; Chen Fang; Aaron Hertzmann; Hailin Jin (Comput. Graph., 2020)

Why Do Line Drawings Work? A Realism Hypothesis. - Aaron Hertzmann (CoRR, 2020)

Toward Quantifying Ambiguities in Artistic Images. - Xi Wang 021; Zoya Bylinskii; Aaron Hertzmann; Robert Pepperell (ACM Trans. Appl. Percept., 2020)

Visual Font Pairing. - Shuhui Jiang; Zhaowen Wang; Aaron Hertzmann; Hailin Jin; Yun Fu 001 (IEEE Trans. Multim., 2020)

Neural Strokes: Stylized Line Drawing of 3D Shapes. - Difan Liu; Matthew Fisher; Aaron Hertzmann; Evangelos Kalogerakis (ICCV, 2021)

HuMoR: 3D Human Motion Model for Robust Pose Estimation. - Davis Rempe; Tolga Birdal; Aaron Hertzmann; Jimei Yang; Srinath Sridhar 002; Leonidas J. Guibas (ICCV, 2021)

Contact-Aware Retargeting of Skinned Motion. - Ruben Villegas; Duygu Ceylan; Aaron Hertzmann; Jimei Yang; Jun Saito (ICCV, 2021)

The Role of Edges in Line Drawing Perception. - Aaron Hertzmann (CoRR, 2021)

ConTesse: Accurate Occluding Contours for Smooth Surfaces. - Chenxi Liu 004; Pierre Bénard; Aaron Hertzmann; Shayan Hoshyari (CoRR, 2021)

LayoutGAN: Synthesizing Graphic Layouts With Vector-Wireframe Adversarial Networks. - Jianan Li 001; Jimei Yang; Aaron Hertzmann; Jianming Zhang 001; Tingfa Xu (IEEE Trans. Pattern Anal. Mach. Intell., 2021)

Toward Modeling Creative Processes for Algorithmic Painting. - Aaron Hertzmann (ICCC, 2022)

ZoomShop: Depth-Aware Editing of Photographic Composition. - Sean J. Liu; Maneesh Agrawala; Stephen DiVerdi; Aaron Hertzmann (Comput. Graph. Forum, 2022)

Algebraic Smooth Occluding Contours. - Ryan Capouellez; Jiacheng Dai; Aaron Hertzmann; Denis Zorin (SIGGRAPH (Conference Paper Track), 2023)

The Curse of Performative User Studies. - Aaron Hertzmann (IEEE Computer Graphics and Applications, 2023)

Art and the science of generative AI: A deeper dive. - Ziv Epstein; Aaron Hertzmann; Laura Mariah Herman; Robert Mahari; Morgan R. Frank; Matthew Groh; Hope Schroeder; Amy Smith; Memo Akten; Jessica Fjeld; Hany Farid; Neil Leach; et al. (CoRR, 2023)

Segmentation-Based Parametric Painting. - Manuel Ladron de Guevara; Matthew Fisher; Aaron Hertzmann (CoRR, 2023)

Towards Better User Studies in Computer Graphics and Vision. - Zoya Bylinskii; Laura Mariah Herman; Aaron Hertzmann; Stefanie Hutka; Yile Zhang (Found. Trends Comput. Graph. Vis., 2023)

ConTesse: Accurate Occluding Contours for Subdivision Surfaces. - Chenxi Liu 004; Pierre Bénard; Aaron Hertzmann; Shayan Hoshyari (ACM Trans. Graph., 2023)

Segmentation-Based Parametric Painting. - Manuel Ladron de Guevara; Matt Fisher; Aaron Hertzmann (ICME Workshops, 2024)

Data Attribution for Text-to-Image Models by Unlearning Synthesized Images. - Sheng-Yu Wang; Aaron Hertzmann; Alexei A. Efros; Jun-Yan Zhu; Richard Zhang 001 (NeurIPS, 2024)

Art and Artificial Intelligence. - Bruce Donald Campbell; Nicholas R. Hedley; Aaron Hertzmann (IEEE Computer Graphics and Applications, 2024)

New Insights in Smooth Occluding Contours for Nonphotorealistic Rendering. - Aaron Hertzmann (IEEE Computer Graphics and Applications, 2024)

Benchmark suites instead of leaderboards for evaluating AI fairness. - Angelina Wang; Aaron Hertzmann; Olga Russakovsky (Patterns, 2024)

Region-Aware Simplification and Stylization of 3D Line Drawings. - Vivien Nguyen; Matthew Fisher; Aaron Hertzmann; Szymon Rusinkiewicz (Comput. Graph. Forum, 2024)

MaDCoW: Marginal Distortion Correction for Wide-Angle Photography with Arbitrary Objects. - Kevin Zhang; Jia-Bin Huang; Jose Echevarria; Stephen DiVerdi; Aaron Hertzmann (CVPR, 2025)

Identifying Prompted Artist Names from Generated Images. - Grace Su; Sheng-Yu Wang; Aaron Hertzmann; Eli Shechtman; Jun-Yan Zhu; Richard Zhang 001 (CoRR, 2025)