A Survey on Causal Discovery Methods for I.I.D. and Time Series Data
Uzma Hasan, Emam Hossain, Md Osman Gani
Action editor: Patrick Flaherty.
Causal Parrots: Large Language Models May Talk Causality But Are Not Causal
Matej Zečević, Moritz Willig, Devendra Singh Dhami, Kristian Kersting
Action editor: Frederic Sala.
#HyperPhysic :
"All #dimensions are equal,
but some are more equal"
What was before the #BigBang ?
Does #causality need time?
Time is a curved vector in the 4D #SpaceTime .
Accelerating curves this time vector.
Can we do #interstellar communication by #QuantumEntanglement ?
I prefare #LoopQuantumGravity , the #StringTheory seems to complicated to me.
#Relativity :
If you stick your nose in my but,
you got a nose in a but,
I got a nose in a but,
but my situation is relative better.
#hyperphysic #dimensions #bigbang #causality #spacetime #interstellar #quantumentanglement #loopquantumgravity #stringtheory #relativity
#RaphaelBousso - #Physics of the #Observer
https://www.youtube.com/watch?v=dIEoPZijgAU&ab_channel=CloserToTruth
#Philosophy #PhilosophyOfScience #QM #QuantumMechanics #QuantumPhysics #WaveFunction #Decoherence #Collapse #WaveFunctionCollapse #Causality #Prediction #Probability #Determinism #Event #CloserToTruth #RobertKuhn
#RobertKuhn #CloserToTruth #event #determinism #probability #prediction #causality #wavefunctioncollapse #collapse #Decoherence #wavefunction #quantumphysics #quantummechanics #qm #philosophyofscience #philosophy #observer #physics #raphaelbousso
Causality: Questioning a Deceptively Complex Idea
Causality is a concept that most of us feel we intuitively understand. At its core, causality refers to the relationship between cause and effect – the idea that one event or phenomenon leads to or produces another. But peel back the layers of this deceptively simple definition, and causality quickly becomes complex, controversial, and central to how we understand the natural world.
#causality #complexity #naturalworld
Learning domain-specific causal discovery from time series
Two papers I co-authored were published in JMLR today. This does not happen every day.
#causal #causality
Using Confounded Data in Latent Model-Based Reinforcement Learning
Maxime Gasse, Damien GRASSET, Guillaume Gaudron, Pierre-Yves Oudeyer
Action editor: Martha White.
#causal #causality #reinforcement
#CoolWorlds - What's Stopping Us From Building a #Warp #Drive?
https://www.youtube.com/watch?v=SBBWJ_c8piM&ab_channel=CoolWorlds
#Physics #Science #WarpDrive #WarpBubble #Engineering #Astronautics #Propulsion #Gravity #Spacetime #Alcubierre #MiguelAlcubierre #SpecialRelativity #GeneralRelativity #GR #WEC #WeakEnergyCondition #Causality #CoolWorldsLab #DavidKipping
#davidkipping #coolworldslab #causality #weakenergycondition #wec #gr #generalrelativity #specialrelativity #miguelalcubierre #Alcubierre #spacetime #gravity #propulsion #astronautics #engineering #warpbubble #warpdrive #science #physics #drive #warp #coolworlds
New overview paper in Annual Reviews by Jennie Brand, Xiang Zhou, and Yu Xie on "Recent Developments in
Causal Inference and
Machine Learning" https://www.annualreviews.org/doi/pdf/10.1146/annurev-soc-030420-015345 #causalinference #causality #machinelearning #sociology
#causalinference #causality #machinelearning #sociology
"Causal Deep Learning"
Jeroen Berrevoets, Krzysztof Kacprzyk, Zhaozhi Qian, Mihaela van der Schaar
Prof Mihaela van der Schaar just gave a very exciting talk at the #counterfactuals workshop at #icml2023 on her lab's CDL framework dealing explicitely and with concepts from #causality and #machine-learning. Definitely going on my reading list.
#counterfactuals #icml2023 #causality #machine
🧬 🎶 A new #review of the field of #music genetics is out: From #twin studies and #molecular #genetic studies to the wider utility of genetically informative data to explore #causality and #gene-environmental interplay underlying #music #skills it covers a lot of ground. Congratulations to our researchers Laura #Wesseldiijk and Miriam #Mosing, and our director Fredrik #Ullén. https://doi.org/10.1016/j.neubiorev.2023.105302
#review #music #twin #molecular #genetic #causality #gene #skills #wesseldiijk #mosing #ullen
Not All Causal Inference is the Same
#causality #causal #inferences
#SystemsInnovation - #Causality
https://www.youtube.com/watch?v=P_ykeBfd5ds&ab_channel=SystemsInnovation
#Philosophy #Science #Systems #SystemsThinking #CauseAndEffect #Cause #Effect #Physics #Induction #Hume #DavidHume #ConstantConjunction #LinearCausality #NonLinearCausality #Feedback #Holism #HolisticSynthetic #TopDown #BottomUp #Emergence #Emergentism #Reduction #Reductivism
#reductivism #reduction #emergentism #emergence #bottomup #topdown #holisticsynthetic #holism #feedback #nonlinearcausality #linearcausality #constantconjunction #davidhume #hume #induction #physics #effect #cause #causeandeffect #systemsthinking #systems #science #philosophy #causality #systemsinnovation
Causal AI is a new branch of artificial intelligence that can understand cause-and-effect relationships in complex systems. Unlike traditional AI, which can only find correlations in data, causal AI can infer causal mechanisms and predict the outcomes of interventions. Causal AI could revolutionize fields such as medicine, economics and social sciences, where causality is essential for decision making.
#causalAI #causality #AIethics https://www.weforum.org/agenda/2023/06/what-is-causal-ai-why-important/?utm_source=flipboard&utm_content=HariTulsidas%2Fmagazine%2FMind+and+Matter decision-making
#causalai #causality #aiethics
A Measure-Theoretic Axiomatisation of Causality
https://arxiv.org/abs/2305.17139v1
Causal Parrots: Large Language Models May Talk Causality But Are Not Causal
"From a critical realist perspective, rigour and validity come from researcher reflexivity" (p. 378)
Tom Fryer (2022) A critical realist approach to thematic analysis: producing causal explanations, Journal of Critical Realism, 21:4, 365-384, DOI: 10.1080/14767430.2022.2076776
#CriticalRealism #NVivo #Methodology #ResearchDesign #Causality #QualitativeResearch
#CriticalRealism #nvivo #methodology #researchdesign #causality #qualitativeresearch
I am economist & political scientist (PhD) and conduct research on #SocialRiskManagement #ClimateChangeAdaptation #SocialProtection #PublicHealth #GlobalDevelopment #CooperativeStudies.
My current focus is on the topics #ClimateChange #Adaptation, #DisasterRiskManagement, #RuralDevelopment, #HealthCareFinancing, #Multiculturalism.
#ResearchMethods: #MixedMethods & #MethodIntegration, #Quantitative & #Qualitative, #RigorousImpactAssessment, #Causality, #Econometrics, #Evaluation.
#introduction #socialriskmanagement #climatechangeadaptation #socialprotection #publichealth #globaldevelopment #cooperativestudies #climatechange #adaptation #disasterriskmanagement #ruraldevelopment #healthcarefinancing #multiculturalism #researchmethods #mixedmethods #MethodIntegration #quantitative #qualitative #rigorousimpactassessment #causality #econometrics #evaluation