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https://openreview.net/forum?id=rkgMkCEtPB Rapid Learning or Feature Reuse? Towards Understanding the Effectiveness of MAML | OpenReview The success of MAML relies on feature reuse from the meta-initialization, which also yields a natural simplification of the algorithm, with the inner loop... rapid learning towards understanding https://openreview.net/forum?id=KOGHdQlLcv&referrer=%5Bthe%20profile%20of%20Zhang%20Tao%5D(%2Fprofile%3Fid%3D~Zhang_Tao3) Towards Understanding Parametric Generalized Category Discovery on Graphs | OpenReview Generalized Category Discovery (GCD) aims to identify both known and novel categories in unlabeled data by leveraging knowledge from old classes. However,... towards understanding parametric generalized category discovery https://openreview.net/forum?id=WjgCRrOgip Repetition In Repetition Out: Towards Understanding Neural Text Degeneration from the Data... There are a number of diverging hypotheses about the neural text degeneration problem, i.e., generating repetitive and dull loops, which makes this problem... in out towards understanding from the repetition https://arxiv.org/abs/2511.15432v1 [2511.15432v1] Towards Understanding Layer Contributions in Tabular In-Context Learning Models Abstract page for arXiv paper 2511.15432v1: Towards Understanding Layer Contributions in Tabular In-Context Learning Models towards understanding 2511 layer https://openreview.net/forum?id=EXnIyMVTL8s Towards Understanding and Mitigating Dimensional Collapse in Heterogeneous Federated Learning |... We show data heterogeneity in federated learning causes dimensional collapse for trained models, and propose FedDecorr to mitigate such problem. towards understanding mitigating dimensional collapse heterogeneous https://www.mdpi.com/2073-4409/10/9/2357 Towards Understanding the Pathogenicity of DROSHA Mutations in Oncohematology Myelodysplastic syndrome (MDS) refers to a heterogeneous group of closely related clonal hematopoietic disorders, which are characterized by accumulation of... towards understanding pathogenicity drosha mutations https://www.aanda.org/articles/aa/abs/2004/13/aa0379/aa0379.html Towards understanding the Pictoris dust stream | Astronomy & Astrophysics (A&A) towards understanding astronomy astrophysics pictoris dust stream https://www.springernature.com/jp/researchers/the-researchers-source/life-in-research-blogpost/towards-understanding-regional-extreme-weather/25229768 Towards understanding regional extreme weather and climate events | For Researchers | Springer... In this blog, Panmao Zhai, a research professor at the Chinese Academy of Meteorological Sciences and Co-Chair of IPCC Working Group I, will discuss weather and climate events for researchers towards understanding regional extreme https://www.mapress.com/zt/article/view/zootaxa.4999.6.9 EDUARDO MATEOS & PENELOPE GREENSLADE (2021) Towards understanding Lepidocyrtus Bourlet, 1839... towards understanding eduardo mateos penelope greenslade https://www.stockholmresilience.org/publications/publications/2025-12-19-towards-understanding-collective-resource-use-the-role-of-individual-attribution-of-ecological-change.html Towards Understanding Collective Resource Use: The Role of Individual Attribution of Ecological... Our research is regularly published in top-ranked scientific journals. Search for specific publications below towards understanding collective resource the role use https://openreview.net/forum?id=ppmyFtr9EW Towards Understanding Orthogonalization in Muon | OpenReview Muon is a recent optimizer that relies on matrix orthogonalization of updates and has been shown to improve large language model (LLM) training. It does so by... towards understanding orthogonalization muon openreview https://deepai.org/publication/towards-understanding-sample-variance-in-visually-grounded-language-generation-evaluations-and-observations Towards Understanding Sample Variance in Visually Grounded Language Generation: Evaluations and... Oct 7, 2020 - 10/07/20 - A major challenge in visually grounded language generation is to build robust benchmark datasets and models that can generalize we... towards understanding sample variance language generation https://www.anthropic.com/news/towards-understanding-sycophancy-in-language-models Towards Understanding Sycophancy in Language Models \ Anthropic Anthropic is an AI safety and research company that's working to build reliable, interpretable, and steerable AI systems. towards understanding language models sycophancy anthropic https://www.springernature.com/cn/researchers/the-researchers-source/life-in-research-blogpost/towards-understanding-regional-extreme-weather/25229768 Towards understanding regional extreme weather and climate events | For Researchers | Springer... In this blog, Panmao Zhai, a research professor at the Chinese Academy of Meteorological Sciences and Co-Chair of IPCC Working Group I, will discuss weather and climate events for researchers towards understanding regional extreme https://omny.fm/shows/towards-understanding/clare-steele-ceo-of-compassion-australia?in_playlist=podcast Clare Steele: CEO of Compassion Australia - Towards Understanding - Omny.fm Clare has worked for over a decade in Christian ministry, focusing on strategic leadership that enables churches to better serve their communities. As... compassion australia towards understanding clare steele ceo https://deepai.org/publication/towards-understanding-of-medical-randomized-controlled-trials-by-conclusion-generation Towards Understanding of Medical Randomized Controlled Trials by Conclusion Generation | DeepAI Oct 3, 2019 - 10/03/19 - Randomized controlled trials (RCTs) represent the paramount evidence of clinical medicine. Using machines to interpret the massive... randomized controlled trials towards understanding medical https://openreview.net/forum?id=2squ766Iq4 Towards Understanding Extrapolation: a Causal Lens | OpenReview Canonical work handling distribution shifts typically necessitates an entire target distribution that lands inside the training distribution. However,... towards understanding extrapolation causal lens openreview https://github.com/fredhohman/shapeshop GitHub - fredhohman/shapeshop: Towards Understanding Deep Learning Representations via Interactive... Towards Understanding Deep Learning Representations via Interactive Experimentation - fredhohman/shapeshop towards understanding deep learning github representations via https://openreview.net/forum?id=BmJV7kyAmg Towards Understanding the Robustness Against Evasion Attack on Categorical Data | OpenReview Characterizing and assessing the adversarial vulnerability of classification models with categorical input has been a practically important, while rarely... towards understanding evasion attack categorical data robustness https://openreview.net/forum?id=GHzsnWVQNz Towards Understanding Gradient Approximation in Equality Constrained Deep Declarative Networks |... We explore conditions for when the gradient of a deep declarative node can be approximated by ignoring constraint terms and still result in a descent direction... towards understanding gradient approximation equality constrained https://openreview.net/forum?id=bIrojRTFlm Towards Understanding Feature Learning in Out-of-Distribution Generalization | OpenReview A common explanation for the failure of out-of-distribution (OOD) generalization is that the model trained with empirical risk minimization (ERM) learns... towards understanding feature learning out of distribution generalization https://www.springernature.com/gp/researchers/the-researchers-source/life-in-research-blogpost/towards-understanding-regional-extreme-weather/25229768 Towards understanding regional extreme weather and climate events | For Researchers | Springer... In this blog, Panmao Zhai, a research professor at the Chinese Academy of Meteorological Sciences and Co-Chair of IPCC Working Group I, will discuss weather and climate events for researchers towards understanding regional extreme https://www.helsinki.fi/en/researchgroups/plankton-biodiversity/actnow-towards-understanding-of-cumulative-impacts-on-marine-biodiversity ACTNOW - towards understanding of cumulative impacts on marine biodiversity | Plankton Biodiversity... ACTNOW is a collaborative Pan-European work programme providing knowledge and tools to combat marine biodiversity loss. towards understanding cumulative impacts marine biodiversity actnow plankton https://jmlr.org/papers/v26/25-1089.html Towards Understanding Gradient Flow Dynamics of Homogeneous Neural Networks Beyond the Origin towards understanding gradient flow https://www.springernature.com/in/researchers/the-researchers-source/life-in-research-blogpost/towards-understanding-regional-extreme-weather/25229768 Towards understanding regional extreme weather and climate events | For Researchers | Springer... In this blog, Panmao Zhai, a research professor at the Chinese Academy of Meteorological Sciences and Co-Chair of IPCC Working Group I, will discuss weather and climate events for researchers towards understanding regional extreme https://openreview.net/forum?id=9IFOhfFHOB Towards Understanding Camera Motions in Any Video | OpenReview We introduce CameraBench, a large-scale dataset and benchmark designed to assess and improve camera motion understanding. CameraBench consists of ~3,000... towards understanding camera motions video openreview https://aclanthology.org/2024.icon-1.22/ Towards Understanding the Robustness of LLM-based Evaluations under Perturbations - ACL Anthology Manav Chaudhary, Harshit Gupta, Savita Bhat, Vasudeva Varma. Proceedings of the 21st International Conference on Natural Language Processing (ICON). 2024. towards understanding https://www.jmlr.org/papers/v26/25-1089.html Towards Understanding Gradient Flow Dynamics of Homogeneous Neural Networks Beyond the Origin towards understanding gradient flow https://www.springernature.com/la/researchers/the-researchers-source/life-in-research-blogpost/towards-understanding-regional-extreme-weather/25229768 Towards understanding regional extreme weather and climate events | For Researchers | Springer... In this blog, Panmao Zhai, a research professor at the Chinese Academy of Meteorological Sciences and Co-Chair of IPCC Working Group I, will discuss weather and climate events for researchers towards understanding regional extreme https://www.wikidata.org/wiki/Q24791695 Towards understanding the first genome sequence of a crenarchaeon by genome annotation using... towards understanding the first genome sequence https://elifesciences.org/articles/39981 Molecular pathway analysis towards understanding tissue vulnerability in spinocerebellar ataxia... Unbiased transcriptomics reveals novel insights into the mechanisms that may contribute to regional neurodegeneration in SCA1, and other SCAs in general. molecular pathway towards understanding analysis tissue vulnerability https://aclanthology.org/2025.findings-acl.1199/ The Law of Knowledge Overshadowing: Towards Understanding, Predicting and Preventing LLM... Yuji Zhang, Sha Li, Cheng Qian, Jiateng Liu, Pengfei Yu, Chi Han, Yi R. Fung, Kathleen McKeown, ChengXiang Zhai, Manling Li, Heng Ji. Findings of the... the law of towards understanding knowledge overshadowing https://deepai.org/publication/towards-understanding-what-code-language-models-learned Towards Understanding What Code Language Models Learned | DeepAI Jun 20, 2023 - 06/20/23 - Pre-trained language models are effective in a variety of natural language tasks, but it has been argued their capabilities fall s... towards understanding language models code learned deepai https://www.springernature.com/de/researchers/the-researchers-source/life-in-research-blogpost/towards-understanding-regional-extreme-weather/25229768 Towards understanding regional extreme weather and climate events | For Researchers | Springer... In this blog, Panmao Zhai, a research professor at the Chinese Academy of Meteorological Sciences and Co-Chair of IPCC Working Group I, will discuss weather and climate events for researchers towards understanding regional extreme https://openreview.net/forum?id=ieNJYujcGDO&referrer=%5Bthe%20profile%20of%20Xiang%20Wang%5D(%2Fprofile%3Fid%3D~Xiang_Wang1) Towards Understanding the Data Dependency of Mixup-style Training | OpenReview In the Mixup training paradigm, a model is trained using convex combinations of data points and their associated labels. Despite seeing very few true data... understanding the data towards dependency mixup style https://openreview.net/forum?id=dB6gwSDXKL Towards Understanding How Transformers Learn In-context Through a Representation Learning Lens |... Pre-trained large language models based on Transformers have demonstrated remarkable in-context learning (ICL) abilities. With just a few demonstration... towards understanding https://www.microsoft.com/en-us/research/publication/towards-understanding-ensemble-knowledge-distillation-and-self-distillation-in-deep-learning/ Towards Understanding Ensemble, Knowledge Distillation and Self-Distillation in Deep Learning -... Jan 10, 2021 - We formally study how Ensemble of deep learning models can improve test accuracy, and how the superior performance of ensemble can be distilled into a single... towards understanding knowledge distillation ensemble self deep https://www.longdom.org/open-access/towards-understanding-sustainable-technology-implementation-the-barriers-faced-by-it-professionals-when-implementing-technologies-aspart-of-an-ems-program-2167-0269-1000152.pdf Towards Understanding Sustainable Technology Implementation: The Barriers Faced by IT Professionals... towards understanding sustainable technology implementation https://www.mdpi.com/2076-393X/13/5/495 Attenuating Mutations in Usutu Virus: Towards Understanding Orthoflavivirus Virulence Determinants... Background/Objectives: Understanding virulence determinants can inform safer and more efficacious live attenuated vaccine design. However, applying this... usutu virus towards understanding attenuating mutations orthoflavivirus https://arxiv.org/abs/2506.08488 [2506.08488] EtiCor++: Towards Understanding Etiquettical Bias in LLMs Abstract page for arXiv paper 2506.08488: EtiCor++: Towards Understanding Etiquettical Bias in LLMs towards understanding 2506 08488 bias llms https://openreview.net/forum?id=Xx0TH4IKgQ Towards Understanding Ensemble Distillation in Federated Learning | OpenReview Federated Learning (FL) is a collaborative machine learning paradigm for data privacy preservation. Recently, a knowledge distillation (KD) based information... towards understanding federated learning ensemble distillation openreview https://e-learning.thetogetherproject.eu/ Together - Towards a cultural understanding of the other cultural understanding of the together towards https://thetogetherproject.eu/ Together - Towards a cultural understanding of the other cultural understanding of the together towards https://www.rba.gov.au/publications/rdp/1996/9607/appendix-e.html Appendix E: Integration Tests of the Data | RDP 9607: Towards an Understanding of Australia's... https://aclanthology.org/2024.nlp4musa-1.17/ FUTGA: Towards Fine-grained Music Understanding through Temporally-enhanced Generative Augmentation... Junda Wu, Zachary Novack, Amit Namburi, Jiaheng Dai, Hao-Wen Dong, Zhouhang Xie, Carol Chen, Julian McAuley. Proceedings of the 3rd Workshop on NLP for Music... fine grained towards music https://pmc.ncbi.nlm.nih.gov/articles/PMC11825644/ Towards an understanding of physical activity-induced post-exertional malaise: Insights into... A considerable number of patients who contracted SARS-CoV-2 are affected by persistent multi-systemic symptoms, referred to as Post-COVID Condition (PCC).... post exertional malaise physical activity https://ideas.repec.org/p/ehl/lserod/566.html Land markets and land market regulation : progress towards understanding Downloadable! We introduce the papers in this volume and put them into the context of the literature on land use regulation. We then synthesise and draw some... land markets regulation progress towards understanding https://erowid.org/references/refs_view.php?ID=869&S=Rattray_M&SField=Author Erowid.org: Erowid Reference 869 : Ecstasy: towards an understanding of the biochemical basis of... The Index page for the reference article: Rattray M Ecstasy: towards an understanding of the biochemical basis of the actions of MDMA Essays Biochem 1991... erowid org https://www.bibliotecapleyades.net/universo/cosmos299.htm Towards a New Understanding of Dark Matter a new understanding towards dark matter https://www.uni-augsburg.de/en/vkal/towards-generalist-models-in-surgery-vision-and-la Towards Generalist Models in Surgery: Vision and Language Models for Surgical Scene Understanding in surgery https://pmc.ncbi.nlm.nih.gov/articles/PMC8910585/ Towards a deeper understanding of the vaginal microbiota - PMC The human vaginal microbiota is a critical determinant of vaginal health. These communities live in close association with the vaginal epithelium and rely on... a deeper understanding the vaginal microbiota towards pmc https://openreview.net/forum?id=NOUF43YrIL Mol-LLaMA: Towards General Understanding of Molecules in Large Molecular Language Model | OpenReview Understanding molecules is key to understanding organisms and driving advances in drug discovery, requiring interdisciplinary knowledge across chemistry and... https://www.birmingham.ac.uk/news-archive/2018/towards-one-thousand-constructions-rethinking-the-learners-understanding-of-lexis-and-grammar Towards One Thousand Constructions: rethinking the learner's understanding of lexis and grammar -... Professor Susan Hunston is giving a plenary talk at this year's Teaching and Language Corpora Conference (TaLC), which will take place on 18-21 July 2018 at... https://www.frontiersin.org/research-topics/36213/towards-a-mechanistic-understanding-of-depression-anxiety-and-their-comorbidity-perspectives-from-cognitive-neuroscience/magazine Towards a Mechanistic Understanding of Depression, Anxiety, and Their Comorbidity: Perspectives... Depressive and anxiety disorders are among the most common and disabling mental disorders. Over and above that, these two disorders are often comorbid: over... depression anxiety towards mechanistic understanding https://www.mdpi.com/2077-0383/12/18/5954 Hemodynamic and Hydrodynamic Pathophysiology in Chiari Type 1 Malformations: Towards Understanding... Background: The pathophysiology of this association of type 1 Chiari malformation (CM1) and syrinxes is still unknown. There is an alteration in the dynamics... type 1 hemodynamic hydrodynamic pathophysiology https://erowid.org/references/refs_view.php?ID=869&S=mdma%20long%20term%20effect&SField=All Erowid.org: Erowid Reference 869 : Ecstasy: towards an understanding of the biochemical basis of... The Index page for the reference article: Rattray M Ecstasy: towards an understanding of the biochemical basis of the actions of MDMA Essays Biochem 1991... erowid org https://www.rba.gov.au/publications/rdp/1996/9607/references.html References | RDP 9607: Towards an Understanding of Australia's Co-Movement with Foreign Business... https://arxiv.org/abs/2310.20456 [2310.20456] Towards a Deep Understanding of Multilingual End-to-End Speech Translation Abstract page for arXiv paper 2310.20456: Towards a Deep Understanding of Multilingual End-to-End Speech Translation a deep https://openreview.net/forum?id=DbxKZvfOIhu Beyond BatchNorm: Towards a Unified Understanding of Normalization in Deep Learning | OpenReview We identify key properties in randomly initialized networks that accurately determine success and failure modes of different normalization layers https://openreview.net/forum?id=KmL14eksEr&referrer=%5Bthe%20profile%20of%20Alexander%20Hanbo%20Li%5D(%2Fprofile%3Fid%3D~Alexander_Hanbo_Li1) Towards Better Understanding Table Instruction Tuning: Decoupling the Effects from Data versus... Recent advances in natural language processing have leveraged instruction tuning to enhance Large Language Models (LLMs) for table-related tasks. However,... instruction tuning https://www.kth.se/forskning/kalender/towards-understanding-of-complex-disease-etiology-using-sequence-capture-hi-c-hicap-and-associated-high-throughput-functional-assays-1.1030365 Towards understanding of complex disease etiology using sequence Capture Hi-C (HiCap) and... https://openreview.net/forum?id=4GI04owSZk8 DensePure: Understanding Diffusion Models towards Adversarial Robustness | OpenReview :17 We theoretically analyze the fundamental properties of diffusion models to understand why and how it enhances certified robustness. We propose a new method... diffusion models understanding towards adversarial robustness https://arxiv.org/abs/astro-ph/9610155 [astro-ph/9610155] Towards a Better Understanding of Active Galactic Nuclei Abstract page for arXiv paper astro-ph/9610155: Towards a Better Understanding of Active Galactic Nuclei a better understanding astro ph towards https://openreview.net/forum?id=Sy21R9JAW Towards better understanding of gradient-based attribution methods for Deep Neural Networks |... Four existing backpropagation-based attribution methods are fundamentally similar. How to assess it? https://www.springernature.com/de/researchers/the-source/blog/blogposts-communicating-research/towards-societal-impact-understanding-attitudes-and-motivations/18262494 Towards societal impact: Understanding attitudes and motivations for researchers | For Researchers... In 2019, in partnership with the Association of Universities in the Netherlands (VSNU), we set out to investigate how researchers consider societal societal impact towards understanding attitudes motivations https://deepai.org/publication/towards-efficient-scene-understanding-via-squeeze-reasoning Towards Efficient Scene Understanding via Squeeze Reasoning | DeepAI Nov 6, 2020 - 11/06/20 - Graph-based convolutional model such as non-local block has shown to be effective for strengthening the context modeling ability i... towards efficient scene understanding via https://huggingface.co/papers/2507.07106 Paper page - Towards Multimodal Understanding via Stable Diffusion as a Task-Aware Feature Extractor Join the discussion on this paper page https://huggingface.co/papers/2406.14129 Paper page - Towards Event-oriented Long Video Understanding Join the discussion on this paper page long video paper towards event oriented https://openreview.net/forum?id=Hfew4pq2y5 Towards an Understanding of Physical vs Virtual Robot Appendage Design | OpenReview Augmented Reality (AR) or Mixed Reality (MR) enables innovative interactions by overlaying virtual imagery over the physical world. For roboticists, this... towards understanding physical https://deepai.org/publication/towards-end-to-end-spoken-language-understanding Towards end-to-end spoken language understanding | DeepAI Feb 23, 2018 - 02/23/18 - Spoken language understanding system is traditionally designed as a pipeline of a number of components. First, the audio signal is... spoken language towards end understanding deepai https://deepai.org/publication/towards-unsupervised-language-understanding-and-generation-by-joint-dual-learning Towards Unsupervised Language Understanding and Generation by Joint Dual Learning | DeepAI Apr 30, 2020 - 04/30/20 - In modular dialogue systems, natural language understanding (NLU) and natural language generation (NLG) are two critical component... language understanding towards unsupervised https://pmc.ncbi.nlm.nih.gov/articles/PMC7827071/ Understanding of Pharmacy Students towards Antibiotic Use, Antibiotic Resistance and Antibiotic... Antibiotic resistance (ABR) is a significant issue for public health globally. An adequate understanding of ABR and the approaches used to tackle ABR,... pharmacy students understanding towards antibiotic use https://www.mheducation.com/prek-12/resources/research/library/math/2018-technology-learning-insights-report.html The 2018 Technology & Learning Insights Report: Towards Understanding App Effectiveness and Cost technology learning insights report https://www.southampton.ac.uk/research/projects/towards-a-comprehensive-understanding-of-degradation-processes-in-ev-batteries Towards a Comprehensive Understanding of Degradation Processes in EV Batteries | University of... Towards a Comprehensive Understanding of Degradation Processes in EV Batteries. ev batteries towards comprehensive understanding https://www.frontiersin.org/journals/psychiatry/articles/10.3389/fpsyt.2024.1464452/full Frontiers | Editorial: An interdisciplinary approach towards a greater understanding of the quality... higher in the heterogeneous program. Physical health and gender were the most important variables for explaining QoL in both programs. The family played a cr... interdisciplinary approach https://pmc.ncbi.nlm.nih.gov/articles/PMC8323527/ Towards a Comprehensive Understanding of Body Image: Integrating Positive Body Image, Embodiment... Body image (BI) disturbance is a relevant factor in the etiology and treatment of eating disorders (ED). Although progress has been made in recent decades in... body image towards comprehensive understanding integrating https://www.nist.gov/publications/towards-understanding-robotic-bin-picking-throughput Towards an Understanding of Robotic Bin-Picking Throughput | NIST Jun 18, 2025 - NIST is leading and supporting multiple efforts to develop standards for 3D imaging systems used for industrial automation. bin picking towards understanding robotic throughput https://www.osti.gov/dataexplorer/biblio/dataset/1880238 Towards an Emerging Understanding of Non-local Transport (Dataset) | DOE Data Explorer The U.S. Department of Energy's Office of Scientific and Technical Information non local https://www.kth.se/om/upptack/kalender/disputationer/towards-understanding-of-complex-disease-etiology-using-sequence-capture-hi-c-hicap-and-associated-high-throughput-functional-assays-1.1030365 Towards understanding of complex disease etiology using sequence Capture Hi-C (HiCap) and... https://www.uoguelph.ca/alliance/projects/soil-health-nitrogen-dynamics-long-term-cover-cropping Towards understanding soil health-induced changes in nitrogen dynamics with long-term cover... https://openreview.net/forum?id=8VEGkphQaK Towards an Understanding of Stepwise Inference in Transformers: A Synthetic Graph Navigation Model... Stepwise inference protocols, such as scratchpads and chain-of-thought, help language models solve complex problems by decomposing them into a sequence of... https://www.kth.se/cbh/kalender/towards-understanding-of-complex-disease-etiology-using-sequence-capture-hi-c-hicap-and-associated-high-throughput-functional-assays-1.1030365?date=2020-12-18&orgdate=2020-04-02&length=1&orglength=274 Towards understanding of complex disease etiology using sequence Capture Hi-C (HiCap) and...