Evaluating The Functional Realism Of Deep Learning Rainfall-Runoff Models Using Catchment Hydrology Principles
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https://doi.org/10.1029/2025WR040076 <-- shared paper
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#water #hydrology #surfacewater #pluvial #fluvial #rainfall #snow #snowmelt #runoff #precipitation #model #blackbox #robustness #functionalrealism #screening #parameters #accuracy #hydrologic #principles #trustworthy #modeling #spatialanalysis #spatial #mapping #GIS #spatiotemporal #USA #CONUS #AI #ExplainableAI #celerity #machinelearning #artificialintelligence #LSTM #deeplearning #evapotranspiration #waterresources #extremeweather #flood #flooding #risk #hazard #monitoring #prediction #catchments #streamflow #geomorphometry #network #flow #calibration
#Robustness
fly51fly (@fly51fly)
Huazhong University 연구진(X. Zhang 등)은 '논리적 상전이(Logical Phase Transitions)'라는 개념을 제시하며 LLM의 논리 추론에서 발생하는 붕괴(collapse)를 이해하는 프레임워크를 제안합니다. 특정 조건에서 추론 성능이 급격히 악화되는 임계 현상을 분석하고 모델의 안정성과 견고성을 개선할 방법을 논의합니다 (arXiv:2601.02902).
Robust, resilient, and values-driven. https://andrewjmclaughlin.blogspot.com/2025/11/robust-resilient-and-values-driven.html
Amidst a very busy week, I really benefitted from listening to Martin I. Jones, Dr Jonpaul Nevin and Nathalie Pattyn (via the Optimising Human Performance podcast) discuss how good training programmes build both #robustness (how long it takes to knock ...
Dự án archgw: một proxy trung gian cho các tác nhân AI, giúp giảm thiểu các vấn đề bảo mật và tăng tốc độ xử lý. archgw cho phép xây dựng các tác nhân AI bằng bất kỳ ngôn ngữ hoặc khuôn khổ nào và offload công việc管道 AI sang một cơ sở hạ tầng bền vững. #archgw #AI #TrungGian #BảoMật #TốcĐộ #LLM #Rust #Cplusplus #Go #Python #TácNhânAI #CơSởHạTầng #Robustness
Implicit Ode Solvers Are Not Universally More Robust Than Explicit Ode Solvers
#HackerNews #ImplicitOdeSolvers #ExplicitOdeSolvers #NumericalAnalysis #ComputationalMath #Robustness #Algorithms
Hey FOSS-community, I'm trying to compare #GitLab and @forgejo.
Some important aspects are:
- #DigitalSovereignty (most important)
- #SelfHosting
- #Collaboration between instances (#federation)
- #PublicValues
- Prevention of #VendorLockIn
- #Scalability
- #Robustness
- Guaranteed #support by professionals
- Software #freedom
- #Longevity
- Suitability for the #government
Do you have any thoughts on this? Or any useful links?
cc: @Codeberg
@vaetiv Example of a complex system: the IT infrastructure of any cooperation older than ten years
#thermodynamics #energysystems #engineering #science #physics #complexity #resilience #robustness
'Towards Optimal Branching of Linear and Semidefinite Relaxations for Neural Network Robustness Certification', by Brendon G. Anderson, Ziye Ma, Jingqi Li, Somayeh Sojoudi.
http://jmlr.org/papers/v26/21-0068.html
#minimizes #robustness #adversarial
Analysis of 2024 #ADA change re: #Nondiscrimination on the Basis of #Disability ; #Accessibility of #Web Information and Services of State and Local #Government Entities
#libraries #AmericansWithDisabilitiesAct #webcontent
#perceivability #operability #understandability #robustness
The calm before the storm
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#photography #poetry #poésie #contemplation #naturelovers #nature #robustness #quiet #france #ocean
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#photography #poetry #poésie #contemplation #naturelovers #nature #robustness #quiet #france #ocean
I really liked this informal community poll and thematic analysis on SLO usage. It does a better job at highlighting the hurdles to adopting them at a Company Who Is Not Google than a lot of "Here's how to do SLOs" pieces that just don't cover it.
If there is ever a "Seeking SLOs" book, this should be the first chapter.
https://ericmustin.substack.com/p/notes-on-service-level-objectives
A quotation from Samuel Johnson
Every quotation contributes something to the stability or enlargement of the language.
Samuel Johnson (1709-1784) English writer, lexicographer, critic
A Dictionary of the English Language, Preface (1755)
Sourcing, notes: wist.info/johnson-samuel/20347…
#quote #quotes #quotation #English #example #language #nuance #quotation #robustness #dictionary
A more robust raw OpenBSD syscall demo
https://nullprogram.com/blog/2025/03/06/
#HackerNews #OpenBSD #Syscalls #Demo #Robustness #Technology #Innovation
'Regularizing Hard Examples Improves Adversarial Robustness', by Hyungyu Lee, Saehyung Lee, Ho Bae, Sungroh Yoon.
http://jmlr.org/papers/v26/22-1428.html
#adversarial #regularizing #robustness
'On the Impact of Hard Adversarial Instances on Overfitting in Adversarial Training', by Chen Liu, Zhichao Huang, Mathieu Salzmann, Tong Zhang, Sabine Süsstrunk.
http://jmlr.org/papers/v25/22-0950.html
#adversarial #overfitting #robustness
'Label Noise Robustness of Conformal Prediction', by Bat-Sheva Einbinder et al.
http://jmlr.org/papers/v25/23-1549.html
#adversarial #robustness #prediction
Nighttime #stats question: When conducting a meta-analysis, which tests would you put under Robustness and which under Sensitivity? And what is your definition of each?
Centuries ago, I published a manuscript on BioRχiv about the love/hate relationship between variability and robustness in embryogenesis.
And now, it's published in Science! I am so proud 🥳
https://www.science.org/doi/10.1126/science.adh1145
We went through three (3!) rounds of revisions. Although we did not change a comma in the abstract, the revisions improved the quality of the work very much (we nearly doubled the sample size and added an entire figure).
#statstab #190 Sensitivity analysis {konfound} {EValue}
Thoughts: "robustness of inference to replacement statistic (RIR) and the impact threshold for a confounding variable (ITCV)". Not my 🍵 but may be useful.
In October, the ELLIS #PhD application portal will open again for young researchers from around the world! Wondering where it could take you? Check out this interview! One of our successful alumni, #ELLISMember Nikola Konstantinov, now leads the #MachineLearning group at INSAIT in Bulgaria, where his research focuses on key areas such as #robustness, #fairness, and the societal impact of #AI: https://ellis.eu/news/i-am-very-excited-about-the-way-in-which-ellis-provides-a-network-for-scientific-exchange-in-europe
#ResearchCareer #ML #ArtificialIntelligence #JoinELLISforEurope
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