Open Access. Powered by Scholars. Published by Universities.®
- Discipline
-
- Social and Behavioral Sciences (339791)
- Arts and Humanities (206094)
- Law (196037)
- Education (177912)
- Medicine and Health Sciences (159249)
-
- Physical Sciences and Mathematics (149246)
- Life Sciences (119220)
- Anthropology (98842)
- Archaeological Anthropology (91628)
- Higher Education (80459)
- Engineering (74897)
- History (74362)
- Business (65305)
- Medical Specialties (51935)
- Library and Information Science (48741)
- Religion (45992)
- United States History (36768)
- Sociology (35155)
- Communication (33417)
- Environmental Sciences (32550)
- Computer Sciences (32453)
- Public Health (29987)
- Public Affairs, Public Policy and Public Administration (29919)
- Medical Sciences (29854)
- Economics (28180)
- Earth Sciences (27331)
- Educational Administration and Supervision (26531)
- Music (25078)
- Higher Education Administration (22321)
- Physics (21808)
- Institution
-
- University of Nebraska - Lincoln (110746)
- Kenyon College (94715)
- University of New Hampshire (71639)
- University of Montana (63692)
- University of New Mexico (52202)
-
- Murray State University (47053)
- Brigham Young University Law School (39773)
- Villanova University Charles Widger School of Law (38889)
- Georgia Southern University (36155)
- University of South Florida (35359)
- Eastern Illinois University (33201)
- Western Kentucky University (31321)
- University of Dayton (28642)
- University of Mississippi (25745)
- Yale University (25714)
- Gallaudet University (25437)
- The Texas Medical Center Library (24648)
- Utah State University (24421)
- Western Michigan University (23606)
- University of Kentucky (22513)
- Singapore Management University (22226)
- Washington University School of Medicine (21853)
- City University of New York (CUNY) (21521)
- Purdue University (20599)
- University of Alabama at Birmingham (19791)
- Louisiana State University (18554)
- College of the Holy Cross (18260)
- California Polytechnic State University, San Luis Obispo (18215)
- University of Rhode Island (17630)
- Liberty University (17325)
- Keyword
-
- Press release; media release; press statement; news media information (30839)
- Latin America (30637)
- Spanish (30240)
- University of New Mexico (29680)
- UNM (29627)
-
- LADB (29608)
- LAII (29608)
- Latin American and Iberian Institute (29608)
- Humans (29250)
- Georgia Southern University (18171)
- Hearing impaired (17062)
- Deaf culture (17054)
- Pastoral care of people with disabilities (17051)
- Church work with the deaf -- Catholic Church (17050)
- Deaf -- Periodicals (17043)
- History (15985)
- United States (15789)
- Marriage (14727)
- Female (13495)
- Western Kentucky University (13014)
- Athletics (12364)
- Male (11995)
- English (11317)
- Correspondence (10913)
- Global Financial Crisis (2007-2009) (10519)
- News Releases (9906)
- Animals (9804)
- Education (9447)
- EIU (9304)
- COVID-19 (9269)
- Publication Year
-
- 2026 (32630)
- 2025 (57145)
- 2024 (63303)
- 2023 (66503)
- 2022 (67419)
-
- 2021 (81984)
- 2020 (74016)
- 2019 (70240)
- 2018 (70728)
- 2017 (67629)
- 2016 (69704)
- 2015 (66359)
- 2014 (63042)
- 2013 (60425)
- 2012 (55999)
- 2011 (52624)
- 2010 (52550)
- 2009 (51234)
- 2008 (51428)
- 2007 (41633)
- 2006 (38001)
- 2005 (35914)
- 2004 (38719)
- 2003 (28544)
- 2002 (35428)
- 2001 (27134)
- 2000 (31182)
- 1996 (37674)
- 1992 (31019)
- 1990 (32304)
- Publication
-
- Four Valleys Archive (90475)
- Faculty Publications (45624)
- University of Montana News Releases, 1928, 1956-present (30910)
- Faculty Scholarship (25294)
- Articles (20007)
-
- Documents (19952)
- Browse All News (19555)
- NotiSur (13785)
- Faculty, Staff and Student Publications (13688)
- Hillsborough County Marriage Records (13681)
- University of Mississippi News (13497)
- Obituaries (13305)
- The Murray Ledger & Times (13003)
- University of Montana Course Syllabi (12469)
- Defensive Publications Series (11696)
- Open Access Publications (11658)
- News Releases (11409)
- Legacy Scout Tickets from Pure Oil Company (11044)
- Publications and Research (10690)
- WKU Administration Documents (9922)
- NotiCen (9709)
- Publications (9679)
- American Indian and Alaskan Native Documents in the Congressional Serial Set: 1817-1899 (8744)
- Doctoral Dissertations and Projects (8717)
- Research Collection School Of Computing and Information Systems (8650)
- All Forum Articles (8604)
- Utah Supreme Court Briefs (1965 –) (8112)
- Press Releases (7899)
- News and Events (Discontinued Series) (7794)
- Library Philosophy and Practice (e-journal) (7762)
Articles 241 - 270 of 2253276
Full-Text Articles in Entire DC Network
Peakon Solutions And Analytical Properties For The Camassa–Holm-Type Equations With Quadratic Nonlinearities, Yonghong Chen, Zhijun Qiao, Mingxuan Zhu
Peakon Solutions And Analytical Properties For The Camassa–Holm-Type Equations With Quadratic Nonlinearities, Yonghong Chen, Zhijun Qiao, Mingxuan Zhu
School of Mathematical & Statistical Sciences Faculty Publications
In this paper, we derive the multi-peakon dynamical system of a class of Camassa-Holm-type equations with quadratic nonlinearities. We also consider the analytical properties for the Cauchy problem. Firstly, we establish local well-posedness of solutions in Besov spaces and then provide the blow-up criteria. Subsequently, we impose appropriate sufficient conditions on the initial data to guarantee that the corresponding solution either exists globally or blows up in a finite time. Finally, we prove the ill-posedness in the Besov space B2,∞3/2 by utilizing the non-traveling wave solutions.
Too Many Hands On Deck: Assessing The Appropriateness Of Hand Surgery Transfers To The Texas Medical Center, Khang T. Le
Too Many Hands On Deck: Assessing The Appropriateness Of Hand Surgery Transfers To The Texas Medical Center, Khang T. Le
Summer Research Program Abstracts
No abstract provided.
Enucleation Versus Anatomical Resection Of Malignant Pancreatic Tumors In Children And Young Adults, Alexander Lee
Enucleation Versus Anatomical Resection Of Malignant Pancreatic Tumors In Children And Young Adults, Alexander Lee
Summer Research Program Abstracts
No abstract provided.
Real-World Outcomes Of Patients With Geographic Atrophy Developing Neovascular Age-Related Macular Degeneration After Receiving Anti-Complement Therapy, Charles F. Lano Iii
Real-World Outcomes Of Patients With Geographic Atrophy Developing Neovascular Age-Related Macular Degeneration After Receiving Anti-Complement Therapy, Charles F. Lano Iii
Summer Research Program Abstracts
No abstract provided.
Development Of A Culture System For Eosinophils Derived From Human Cord Blood Stem Cells, Christian Lachance
Development Of A Culture System For Eosinophils Derived From Human Cord Blood Stem Cells, Christian Lachance
Summer Research Program Abstracts
No abstract provided.
Acceleration Of Coagulation Kinetics For Clot Burst Pressure Assessment, Hanuk Kwon
Acceleration Of Coagulation Kinetics For Clot Burst Pressure Assessment, Hanuk Kwon
Summer Research Program Abstracts
No abstract provided.
Evaluating The Impact Of Eczema On Outgrowing Food Allergies, Multiple Food Allergies, And Atopic Multimorbidity In Children, Nicole K. Koulov
Evaluating The Impact Of Eczema On Outgrowing Food Allergies, Multiple Food Allergies, And Atopic Multimorbidity In Children, Nicole K. Koulov
Summer Research Program Abstracts
No abstract provided.
Radiation Exposure Of Intraoperative Navigation During Posterior Spinal Fusion For Adolescent Idiopathic Scoliosis, Emily G. Koch
Radiation Exposure Of Intraoperative Navigation During Posterior Spinal Fusion For Adolescent Idiopathic Scoliosis, Emily G. Koch
Summer Research Program Abstracts
No abstract provided.
Immunomodulatory Role Of Muc5ac In Lung Cancer Progression, Julia G. Kim
Immunomodulatory Role Of Muc5ac In Lung Cancer Progression, Julia G. Kim
Summer Research Program Abstracts
No abstract provided.
Strength On Wheels Improves Exercise Motivation In Homebound Older Adults, Supraja Kadagandla
Strength On Wheels Improves Exercise Motivation In Homebound Older Adults, Supraja Kadagandla
Summer Research Program Abstracts
No abstract provided.
Local Adherence With Society Guidelines And Postoperative Outcomes In Perforated Appendicitis, Mackenzie K. Joe
Local Adherence With Society Guidelines And Postoperative Outcomes In Perforated Appendicitis, Mackenzie K. Joe
Summer Research Program Abstracts
No abstract provided.
Biomechanical Assessment Of Extensor Pollicis Longus Following Dorsal Wrist Approach: A Pilot Investigation, Jacob Jefferson
Biomechanical Assessment Of Extensor Pollicis Longus Following Dorsal Wrist Approach: A Pilot Investigation, Jacob Jefferson
Summer Research Program Abstracts
No abstract provided.
Predictors Of Failure Dring Nonoperative Management Of Simple Acute Appendicitis, Srisha Jayakumar
Predictors Of Failure Dring Nonoperative Management Of Simple Acute Appendicitis, Srisha Jayakumar
Summer Research Program Abstracts
No abstract provided.
Connecting The Dots…Perceptions Of The Healthcare Provider On Prevalence And Cause: Addressing The Disparity With Obstetric Maternal Mortality, Ariell G. Hopkins
Connecting The Dots…Perceptions Of The Healthcare Provider On Prevalence And Cause: Addressing The Disparity With Obstetric Maternal Mortality, Ariell G. Hopkins
Summer Research Program Abstracts
No abstract provided.
Prototyping Pinhole Collimators For Imaging Irradiated Nuclear Fuel, Narrie Loftus, Ashish Avachat, Joseph T. Graham, Ryan Fronk, Jordan Fox, Rachel Shaffer, Seth Kilby
Prototyping Pinhole Collimators For Imaging Irradiated Nuclear Fuel, Narrie Loftus, Ashish Avachat, Joseph T. Graham, Ryan Fronk, Jordan Fox, Rachel Shaffer, Seth Kilby
Nuclear Engineering and Radiation Science Faculty Research & Creative Works
Collimator design and fabrication is a costly and time-consuming process that does not lend itself to simplified testing. This manuscript presents an approach for the rapid prototyping of sub-millimeter pinhole collimators for nuclear fuel applications using low-melting-point, high-mass-density materials. Multiple collimators were fabricated to test collimator parameters and properties, including acceptance angle, aperture diameter, and magnification. The fabricated collimators were paired with a position-sensitive CdZnTe detector to determine the detector response convolved with the collimator. Preliminary analysis using these collimators showed that they were effective in collimating multi-energy gamma laboratory sources. Radiography was performed to confirm magnification and determine coarse …
Crushing Behavior Of Crash Boxes With Hybrid Honeycomb–Auxetic Fillers: Effects Of Architecture, Geometry, And Material Behaviors, A. Yudhanto, A. Jusuf, L. D. Lumanauw, M. Falyanzhuri, A. Afdhal
Crushing Behavior Of Crash Boxes With Hybrid Honeycomb–Auxetic Fillers: Effects Of Architecture, Geometry, And Material Behaviors, A. Yudhanto, A. Jusuf, L. D. Lumanauw, M. Falyanzhuri, A. Afdhal
Mechanical and Aerospace Engineering Faculty Research & Creative Works
Additively manufactured (AM) fillers provide new opportunities to tailor the crushing response and energy absorption of thin-walled metallic crash boxes. This study presents a combined experimental–numerical investigation of hexagonal AA6063-T4 crash boxes filled with architected structures, i.e., honeycomb, auxetic-reentrant, and hybrid honeycomb–auxetic topology. The hybrid configuration, which integrates cells with positive and negative Poisson's ratios, triggers coordinated mechanisms (that enhance folding behavior and collapse control) unattainable via single topology. Quasi-static axial compression tests were conducted to characterize force–displacement curves, deformation mechanisms, energy absorption (EA), and specific energy absorption (SEA). Finite element models developed in the explicit solver LS-DYNA were employed …
Managing Collaboration Under Conservation Crisis: Trust, Risk, And Control In The Gulf Of Maine Fishery Management Network, Evelyn Roozee, Owen Temby, Dongkyu Kim, Antonia Sohns, Anthony Rocha Lima, Jasper R. De Vries, Gordon M. Hickey
Managing Collaboration Under Conservation Crisis: Trust, Risk, And Control In The Gulf Of Maine Fishery Management Network, Evelyn Roozee, Owen Temby, Dongkyu Kim, Antonia Sohns, Anthony Rocha Lima, Jasper R. De Vries, Gordon M. Hickey
School of Earth, Environmental, & Marine Sciences Faculty Publications
Transboundary fishery management and the intertwined conservation of critically endangered species represent significant governance challenges that require ongoing inter-organizational communication, collaboration, and collective action to achieve shared objectives. Previous research suggests that inter-organizational collaborative performance depends heavily on different dimensions of trust and complementary control mechanisms to mitigate the perceived risks of collaborating and enable the reciprocal sharing of resources and the coordination of activities. However, it is unclear how proposed relationships between trust, risk, and control are shaped by disruptions to established transboundary management networks. This study presents the results of survey research conducted in the Gulf of Maine …
Optimizing Multi-Layer/Multi-Physics Passive Adaptive Thermal Enclosures For Climate-Responsive Energy Regulation: A Numerical Study, Rajae Bousselham, Mingjiang Tao, Sergio Granados-Focil, Adriana Hera, Steven Van Dessel
Optimizing Multi-Layer/Multi-Physics Passive Adaptive Thermal Enclosures For Climate-Responsive Energy Regulation: A Numerical Study, Rajae Bousselham, Mingjiang Tao, Sergio Granados-Focil, Adriana Hera, Steven Van Dessel
Chemistry
Adaptive facades regulate heat transfer by adjusting their thermal behavior in response to environmental conditions. Passive adaptive systems, including stimuli-responsive thermal storage materials, tunable radiative coatings, and variable-conductivity layers, offer significant potential for material-based thermal regulation. However, their combined potential remains unexplored, as most studies examine individual mechanisms in isolation. As a result, trade-offs among energy savings, material usage, design complexity, and climate responsiveness are often underrepresented, overlooking coupled interactions in multilayer assemblies limiting their effectiveness. This study develops a transient three-dimensional numerical framework coupling heat transfer with multi-objective optimization to evaluate trade-offs between minimizing annual energy consumption and enclosure …
A Review Of Gallium And Germanium Recovery From Industrial Solid Residues, Ernest V. Oteng, Marthias Silwamba, Lana Alagha, Alex Luyima
A Review Of Gallium And Germanium Recovery From Industrial Solid Residues, Ernest V. Oteng, Marthias Silwamba, Lana Alagha, Alex Luyima
Mining Engineering Faculty Research & Creative Works
The global demand for critical elements such as gallium (Ga) and germanium (Ge), and the shift toward circular mining has accelerated the development of new extraction and recovery processing these metals from industrial solid residues. This transition is driven by a substantial surge in demand for advanced technologies and the depletion of primary ore. Consequently, industrial solid residues, particularly zinc processing residues, smelter slags, flue dusts, and coal fly ash, are emerging as viable alternative sources. These residues incorporate Ga and Ge through isomorphic substitution in phases such as ferrites, silicates, and glassy aluminosilicates, and are enriched by industrial processes, …
The Unacknowledged Challenge Of Moral Distress For Nurse Academics, Adam Burston, Glenna Mae Guiriba, Meena Gupta, Sara Bayes
The Unacknowledged Challenge Of Moral Distress For Nurse Academics, Adam Burston, Glenna Mae Guiriba, Meena Gupta, Sara Bayes
Research outputs 2022 to 2026
The pluralistic nature of healthcare presents nurses with situations challenging their moral values which nurses must navigate. Challenges to moral values can result in the experience of moral distress, a problem that is common within the clinical nursing context. Moral distress is a known and well-researched phenomenon within nursing and has long contributed to detrimental effects such as frustration, anger, anxiety, decreased job satisfaction, burnout and ultimately attrition. However, despite extensive research in clinical environments, minimal research exists detailing this concept within the context of nursing academics and educators. Nurses can experience moral distress if they are in or exposed …
Defense-To-Attack: Bypassing Weak Defenses Enables Stronger Jailbreaks In Vision-Language Models, Yunhan Zhao, Xiang Zheng, Yige Li, Xingjun Ma
Defense-To-Attack: Bypassing Weak Defenses Enables Stronger Jailbreaks In Vision-Language Models, Yunhan Zhao, Xiang Zheng, Yige Li, Xingjun Ma
Research Collection School Of Computing and Information Systems
Despite their superb capabilities, Vision-Language Models (VLMs) have been shown to be vulnerable to jailbreak attacks. While recent jailbreaks have achieved notable progress, their effectiveness and efficiency can still be improved. In this work, we reveal an interesting phenomenon: incorporating weak defense cues into the attack pipeline can significantly enhance both the effectiveness and efficiency of jailbreaks on VLMs. Building on this insight, we propose Defense2Attack, a novel jailbreak method that bypasses the safety guardrails of VLMs by leveraging defensive patterns to guide jailbreak prompt construction. Specifically, Defense2Attack consists of three key components: (1) a visual optimizer that embeds universal …
Tiny Large Language Models For Iot Networks: Potentials And Challenges, Muhammed Golec, Suhib Bani Melhem, Yaser Khamayseh, Abdulmalik Alwarafy, Naofal Al-Dhahir
Tiny Large Language Models For Iot Networks: Potentials And Challenges, Muhammed Golec, Suhib Bani Melhem, Yaser Khamayseh, Abdulmalik Alwarafy, Naofal Al-Dhahir
All Works
Large Language Models (LLM), which have gained great momentum in recent years, have revolutionized the field of Artificial Intelligence (AI); while their applicability for hardware-constrained Internet of Things (IoT) environments has begun to be questioned. This has led to the emergence of compact architecture and resource-efficient Tiny LLM models. This survey paper systematically examines Tiny LLMs for IoT networks and classifies existing approaches in five basic dimensions: model architectures, optimization strategies, transfer learning methods, deployment paradigms, and explainability-security integration. By applying the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) method, 139 related studies published between 2020 and 2025 …
Effects Of Demineralization Protocols On Hydrogen And Oxygen Isotope Ratios In Fossil Bone Collagen, Linda M. Reynard
Effects Of Demineralization Protocols On Hydrogen And Oxygen Isotope Ratios In Fossil Bone Collagen, Linda M. Reynard
Boise State University Publications and Presentations
The effect of three commonly used preparation protocols on bone collagen δ2H and δ18O values was investigated, using six generally well-preserved faunal bones (cattle, bison, horse) ranging in age from the Holocene to Late Pleistocene. The treatments tested were ethylene diamine tetraacetic acid demineralization without gelatinization and hydrochloric acid demineralization with and without gelatinization. There are significant shifts in δ18O values among preparation methods. No systematic shifts in bone collagen δ2H values were noted among the three treatments, and most offsets were low (< 2–3 ‰) and smaller than typical measurement uncertainties. A few sample/treatment combinations yielded slightly higher inter-treatment δ2H differences (∼ 5–7 ‰). Lower mass fraction of hydrogen in …
The Relationship Between Anaphylatoxin Receptors, T Cell Polarization, And Vascular Inflammaging, Kathryn D. Hok
The Relationship Between Anaphylatoxin Receptors, T Cell Polarization, And Vascular Inflammaging, Kathryn D. Hok
Summer Research Program Abstracts
No abstract provided.
Lrq-Solver: A Transformer-Based Neural Operator For Fast And Accurate Solving Of Large-Scale 3d Pdes, Peijian Zeng, Guan Wang, Haohao Gu, Xiaoguang Hu, Tiezhu Gao, Zhuowei Wang, Aimin Yang, Xiaoyu Song
Lrq-Solver: A Transformer-Based Neural Operator For Fast And Accurate Solving Of Large-Scale 3d Pdes, Peijian Zeng, Guan Wang, Haohao Gu, Xiaoguang Hu, Tiezhu Gao, Zhuowei Wang, Aimin Yang, Xiaoyu Song
Electrical and Computer Engineering Faculty Publications and Presentations
Solving large-scale PDEs on complex three-dimensional geometries remains a central challenge in scientific and engineering computing, often due to expensive pre-processing stages and high computational overhead. We present Low-Rank Query-based PDE Solver (LRQ-Solver), a physics-integrated deep learning framework for efficient CAE simulations of complex three-dimensional geometries in CAD-driven design analysis. Built upon the Parameter-Conditioned Lagrangian Modeling (PCLM) that embeds physical consistency into the learning process and the Low-Rank Query Attention (LR-QA) module that reduces attention complexity from O(N2) to O(NC2+C3) via covariance decomposition, LRQ-Solver supports multi-configuration analysis within iterative design workflows. On two benchmark datasets, it achieves a 28.6% error …
Keyframe Selection From Motion Capture Data With Dual-Agent Reinforcement Learning, Kun Hu, Wang, Clinton Mo, Mingyang Ma, Shaohui Mei, Zebin Chen, Zhiyong Wang
Keyframe Selection From Motion Capture Data With Dual-Agent Reinforcement Learning, Kun Hu, Wang, Clinton Mo, Mingyang Ma, Shaohui Mei, Zebin Chen, Zhiyong Wang
Research outputs 2022 to 2026
Animation production workflows centered around motion capture techniques require animators to edit motions based on a set of keyframes. However, most existing keyframe selection methods are optimization-based, which suffer from the issues of flexibility and efficiency. In this paper, a novel deep reinforcement learning method with dual agents are proposed for unsupervised keyframe selection. First, an S-Agent and an R-Agent evaluate the actions of selection and refinement, respectively. A deep spatio-temporal network, namely graph keyframe evaluation network (GKEN), is proposed for the agents. Then, an animation specified reward is devised based on reconstruction, which fulfills three important properties of the …
Glomalin-Related Soil Protein In Colluvial Soils As A Proxy For Reconstructing Millenary Changes In Landscape And Soil Health, Axel Werner, Lourdes López-Merino, Joeri Kaal, Cruz Ferro-Vázquez, Oscar Serrano
Glomalin-Related Soil Protein In Colluvial Soils As A Proxy For Reconstructing Millenary Changes In Landscape And Soil Health, Axel Werner, Lourdes López-Merino, Joeri Kaal, Cruz Ferro-Vázquez, Oscar Serrano
Research outputs 2022 to 2026
Glomalin-related soil protein (GRSP) is an operationally defined soil organic matter pool that includes a heat shock protein linked to arbuscular mycorrhizal fungi (AMF) living in symbiosis with most vascular plants and plays a key role in soil health. However, the potential of GRSP as a palaeoecological proxy remains unexplored. We analysed the GRSP content in a North-western Iberian colluvial soil profile encompassing the last 14,000 years. We aimed to 1) identify whether GRSP is preserved, and 2) investigate whether GRSP could be used as a palaeoecological proxy after comparing its record with palynological and pedoanthracological records that account for …
Analyzing Developer Discussions On Eu And Us Privacy Legislation Compliance In Github Repositories, Georgia M. Kapitsaki, Maria Papoutsoglou, Christoph Treude, Ioanna Theophilou
Analyzing Developer Discussions On Eu And Us Privacy Legislation Compliance In Github Repositories, Georgia M. Kapitsaki, Maria Papoutsoglou, Christoph Treude, Ioanna Theophilou
Research Collection School Of Computing and Information Systems
Context: Privacy legislation has impacted the way software systems are developed, prompting practitioners to update their implementations. Specifically, the EU General Data Protection Regulation (GDPR) and the California Consumer Privacy Act (CCPA) have forced the community to focus on users’ data privacy. Objectives: Relying on the vast amount of data on developer issues available in GitHub repositories, our aim is to gather empirical evidence on the issues developers of Open Source Software discuss to comply with privacy legislation. Method: We examined such discussions by mining and analyzing 32,820 issues from GitHub repositories. We partially analyzed the dataset automatically to identify …
Semantic-Structural Decoupling: Disentangling Semantic Attention From Structural Bias In The Attention Manifold, Pengkun Jiao, Bin Zhu, Jingjing Chen, Yu-Gang Jiang
Semantic-Structural Decoupling: Disentangling Semantic Attention From Structural Bias In The Attention Manifold, Pengkun Jiao, Bin Zhu, Jingjing Chen, Yu-Gang Jiang
Research Collection School Of Computing and Information Systems
The empirical success of attention mechanism in Multimodal Large Language Models (MLLMs) often obscures its inherent, subtle flaws. Specifically, MLLMs consistently exhibit disproportionate attention toward certain semantically uninformative visual tokens, a phenomenon termed "register" or "Visual Attention Sinks." While existing inference intervention methods attempt to identify these sink tokens and redistribute their attention weights, such approaches typically treat these tokens in isolation and suffer from computational inefficiency. Instead, we reframe this phenomenon as a generalized textual bias exerted over visual features that extends beyond isolated sink tokens. From this perspective, a pervasive structural bias leads to the dilution of the …
Spatialimaginer: Towards Adaptive Visual Imagination For Spatial Reasoning, Yian Li, Yang Jiao, Bin Zhu, Tianwen Qian, Shaoxiang Chen, Jingjing Chen, Yu-Gang Jiang
Spatialimaginer: Towards Adaptive Visual Imagination For Spatial Reasoning, Yian Li, Yang Jiao, Bin Zhu, Tianwen Qian, Shaoxiang Chen, Jingjing Chen, Yu-Gang Jiang
Research Collection School Of Computing and Information Systems
Spatial intelligence, which refers to the ability to reason about geometric and physical structure from visual observations, remains a core challenge for multimodal large language models. Despite promising performance, recent multimodal large language models (MLLMs) often exhibit fragile reasoning traces in spatial intelligence tasks that involve consistent spatial state recognition. We argue that these failures stem from a mismatch between the spatial recognition mechanism and the text-only reasoning behavior of these MLLMs. Effective spatial reasoning requires low-level geometric structure to be faithfully preserved and updated throughout the reasoning process, whereas textual representations tend to abstract away precisely these critical details. …