Today Trump finally made me understand TDS – Trump Derangement Syndrome – and suddenly I get what MCFD, TIES, PAAD, CLDS, and SRAD-T mean… this world invents new diagnoses every day 🙃
December 15, 2025 at 4:20 PM
Today Trump finally made me understand TDS – Trump Derangement Syndrome – and suddenly I get what MCFD, TIES, PAAD, CLDS, and SRAD-T mean… this world invents new diagnoses every day 🙃
CLDS 5G em Sardoal já ultrapassa metas com foco no emprego, apoio a famílias e seniores Leia maisribatejo.pt #CLDS5G #Sardoal #Emprego #InclusãoSocial #EnvelhecimentoAtivo
CLDS 5G em Sardoal já ultrapassa metas com foco no emprego, apoio a famílias e seniores
Com mais de 680 participantes em menos de um ano, o programa CLDS 5G Terra.Pura, em Sardoal, está a ultrapassar metas na promoção do emprego, inclusão social e envelhecimento ativo, reforçando a coesão comunitária no concelho.
maisribatejo.pt
December 10, 2025 at 9:35 PM
CLDS 5G em Sardoal já ultrapassa metas com foco no emprego, apoio a famílias e seniores Leia maisribatejo.pt #CLDS5G #Sardoal #Emprego #InclusãoSocial #EnvelhecimentoAtivo
Points to CLDs by @hibri.net, @chrissimon.au
“lifted from the context in which they are naturally embedded, some events not only would not occur; they could not occur. Others would change dramatically. [..] context dependence is widespread.”
— Alicia Juarrero
#AdventOfSystemSeeing Day 7: Try Causal Loops
www.ruthmalan.com/Advent/2025/...
— Alicia Juarrero
#AdventOfSystemSeeing Day 7: Try Causal Loops
www.ruthmalan.com/Advent/2025/...
Advent(ure) in System Seeing
If you're feeling stuck and casting about for ideas, you might like to look at one of these examples (software engineering related):
www.ruthmalan.com
December 7, 2025 at 9:07 PM
Points to CLDs by @hibri.net, @chrissimon.au
In all, CLDS bridges classic LDS and modern nonlinear models:
- Interpretable: linear dynamics conditioned on task variables
- Expressive: parameters vary nonlinearly over conditions
- Efficient: closed-form and fast inference, and shares statistical power across conditions. [6/6]
- Interpretable: linear dynamics conditioned on task variables
- Expressive: parameters vary nonlinearly over conditions
- Efficient: closed-form and fast inference, and shares statistical power across conditions. [6/6]
December 3, 2025 at 5:44 PM
In all, CLDS bridges classic LDS and modern nonlinear models:
- Interpretable: linear dynamics conditioned on task variables
- Expressive: parameters vary nonlinearly over conditions
- Efficient: closed-form and fast inference, and shares statistical power across conditions. [6/6]
- Interpretable: linear dynamics conditioned on task variables
- Expressive: parameters vary nonlinearly over conditions
- Efficient: closed-form and fast inference, and shares statistical power across conditions. [6/6]
We demonstrated CLDS on a range of synthetic tasks and datasets, showing how to link dynamical structure to behaviorally relevant variables in a transparent way. [5/6]
December 3, 2025 at 5:44 PM
We demonstrated CLDS on a range of synthetic tasks and datasets, showing how to link dynamical structure to behaviorally relevant variables in a transparent way. [5/6]
Because CLDS is linear in x given u and uses GP priors over u, we have:
✅ Exact latent state inference with Kalman filtering/smoothing;
✅ Tractable Bayesian learning via closed-form EM updates using “conditionally linear regression”, a trick in a basis-function space. [4/5]
✅ Exact latent state inference with Kalman filtering/smoothing;
✅ Tractable Bayesian learning via closed-form EM updates using “conditionally linear regression”, a trick in a basis-function space. [4/5]
December 3, 2025 at 5:44 PM
Because CLDS is linear in x given u and uses GP priors over u, we have:
✅ Exact latent state inference with Kalman filtering/smoothing;
✅ Tractable Bayesian learning via closed-form EM updates using “conditionally linear regression”, a trick in a basis-function space. [4/5]
✅ Exact latent state inference with Kalman filtering/smoothing;
✅ Tractable Bayesian learning via closed-form EM updates using “conditionally linear regression”, a trick in a basis-function space. [4/5]
CLDS = linear dynamical system in latent state (x), whose coefficients depend nonlinearly on task conditions (u) through Gaussian processes (GP)
CLDS leverages conditions to approximate the full nonlinear dynamics with locally linear LDSs, bridging the benefits of linear and nonlinear models. [3/5]
CLDS leverages conditions to approximate the full nonlinear dynamics with locally linear LDSs, bridging the benefits of linear and nonlinear models. [3/5]
December 3, 2025 at 5:44 PM
CLDS = linear dynamical system in latent state (x), whose coefficients depend nonlinearly on task conditions (u) through Gaussian processes (GP)
CLDS leverages conditions to approximate the full nonlinear dynamics with locally linear LDSs, bridging the benefits of linear and nonlinear models. [3/5]
CLDS leverages conditions to approximate the full nonlinear dynamics with locally linear LDSs, bridging the benefits of linear and nonlinear models. [3/5]
At #NeurIPS2025!
🎉 Excited to present Conditionally Linear Dynamical Systems (CLDS). We leverage the dependence of neural dynamics on task covariates to yield an interpretable, flexible model of dynamics.
Come meet and check it out!
📍: Poster #2209, Hall C,D,E on Thu Dec 4, 11 am–2 pm, PST.
🧵/6
🎉 Excited to present Conditionally Linear Dynamical Systems (CLDS). We leverage the dependence of neural dynamics on task covariates to yield an interpretable, flexible model of dynamics.
Come meet and check it out!
📍: Poster #2209, Hall C,D,E on Thu Dec 4, 11 am–2 pm, PST.
🧵/6
December 3, 2025 at 5:44 PM
At #NeurIPS2025!
🎉 Excited to present Conditionally Linear Dynamical Systems (CLDS). We leverage the dependence of neural dynamics on task covariates to yield an interpretable, flexible model of dynamics.
Come meet and check it out!
📍: Poster #2209, Hall C,D,E on Thu Dec 4, 11 am–2 pm, PST.
🧵/6
🎉 Excited to present Conditionally Linear Dynamical Systems (CLDS). We leverage the dependence of neural dynamics on task covariates to yield an interpretable, flexible model of dynamics.
Come meet and check it out!
📍: Poster #2209, Hall C,D,E on Thu Dec 4, 11 am–2 pm, PST.
🧵/6
Ascent due to warm air advection aloft producing light shwrs this AM #YVR. Upr lo 53N 140W drops thru SWBC this eve then the upr ridge to its W rebuilds onto the cst. Shwrs taper ovnite. Clds Tue w/PM breaks. Cool, misty, dull, Wed. Weak wave dvlps in NW flo Thu w/shwrs. Rain Fri. No wntr in sight
December 1, 2025 at 1:35 PM
Ascent due to warm air advection aloft producing light shwrs this AM #YVR. Upr lo 53N 140W drops thru SWBC this eve then the upr ridge to its W rebuilds onto the cst. Shwrs taper ovnite. Clds Tue w/PM breaks. Cool, misty, dull, Wed. Weak wave dvlps in NW flo Thu w/shwrs. Rain Fri. No wntr in sight
Wonderful for asylum seekers to choose warm clothes now winter is here. Volunteer Annabel reports: “We had around 70 people come to pick out clothes from the many donations. Thanks to @hertswelcomes.bsky.social volunteers and the #CLDS for helping out.” #keepwarmthiswinter #RefugeesWelcome
December 1, 2025 at 9:32 AM
Wonderful for asylum seekers to choose warm clothes now winter is here. Volunteer Annabel reports: “We had around 70 people come to pick out clothes from the many donations. Thanks to @hertswelcomes.bsky.social volunteers and the #CLDS for helping out.” #keepwarmthiswinter #RefugeesWelcome
Cold this AM w/most #YVR area stations reportng frost. Areas of fog in sheltered areas too, otwz mainly sunny tdy. Clds increase ltr PM as a stg rdg ovhd starts to flatten. Clds w/PM-eve shwrs Mon as a weak trof shifts thru SWBC. Rdg rebounds Tue/Thu: dry, cool, vrbl skies, some AM fog. Rain Fri.
November 30, 2025 at 2:11 PM
Cold this AM w/most #YVR area stations reportng frost. Areas of fog in sheltered areas too, otwz mainly sunny tdy. Clds increase ltr PM as a stg rdg ovhd starts to flatten. Clds w/PM-eve shwrs Mon as a weak trof shifts thru SWBC. Rdg rebounds Tue/Thu: dry, cool, vrbl skies, some AM fog. Rain Fri.
Digging upr trof over SWBC this AM tracking SE. Bldg ridge to its W shifting E, to lie ovr SWBC Mon AM. Clds tdy #YVR w/a chc of a sprinkle or 2. Ptchy AM fog Sun then 🌞. Clds/shwrs Mon as the next upr trof slides in fm the W. Tue-Wed dry as the ridge rebounds. Rain/wind Thu. Wknd looks unsettled
November 29, 2025 at 2:31 PM
Digging upr trof over SWBC this AM tracking SE. Bldg ridge to its W shifting E, to lie ovr SWBC Mon AM. Clds tdy #YVR w/a chc of a sprinkle or 2. Ptchy AM fog Sun then 🌞. Clds/shwrs Mon as the next upr trof slides in fm the W. Tue-Wed dry as the ridge rebounds. Rain/wind Thu. Wknd looks unsettled
In Causal Loop Diagrams (CLDs) the minus sign is read as variables moving in opposite directions. In this case as 'Scale of public services' decreases then 'Support for populists' increases. Alternatively, as 'Scale of public services' increases then 'Support for populists' decreases.
November 27, 2025 at 4:35 PM
In Causal Loop Diagrams (CLDs) the minus sign is read as variables moving in opposite directions. In this case as 'Scale of public services' decreases then 'Support for populists' increases. Alternatively, as 'Scale of public services' increases then 'Support for populists' decreases.
Weakng upr trough movs thru the LM this AM #YVR w/a few shwrs/mtn ❄️. Vrbl skies PM. Clds increase ovnite. Misty Tue w/shwrs; chc wet ❄️#SFU. Cldy Wed w/rain dvlpg eve. Rain, brisk E wind Thu, endng erly Fri AM. Mdls disagree on outflow WX for the wknd. Some wet, some not. My guess: clds/cool/dry
November 24, 2025 at 2:34 PM
Weakng upr trough movs thru the LM this AM #YVR w/a few shwrs/mtn ❄️. Vrbl skies PM. Clds increase ovnite. Misty Tue w/shwrs; chc wet ❄️#SFU. Cldy Wed w/rain dvlpg eve. Rain, brisk E wind Thu, endng erly Fri AM. Mdls disagree on outflow WX for the wknd. Some wet, some not. My guess: clds/cool/dry
Clds/SE winds increase tdy #YVR as the nxt sys moves in fm the W. Shwrs ovnite taper Thu AM as a decaying cold fnt tracks inland. PM sun breaks. A wave brings shwrs/breezes Fri AM that gradually taper Sat as its moist cold fnt approaches and decays. Vrbl skies Sun. Mon/Tue much cooler, dry. SFU❄️Wed?
November 19, 2025 at 2:06 PM
Clds/SE winds increase tdy #YVR as the nxt sys moves in fm the W. Shwrs ovnite taper Thu AM as a decaying cold fnt tracks inland. PM sun breaks. A wave brings shwrs/breezes Fri AM that gradually taper Sat as its moist cold fnt approaches and decays. Vrbl skies Sun. Mon/Tue much cooler, dry. SFU❄️Wed?
CPCJ de Marco de Canaveses e CAERUS – CLDS 5G assinalam os 36 anos da Convenção sobre os Direitos da Criança com vídeo dirigido ao 1.º Ciclo
CPCJ de Marco de Canaveses e CAERUS – CLDS 5G assinalam os 36 anos da Convenção sobre os Direitos da Criança com vídeo dirigido ao 1.º Ciclo
O vídeo foi divulgado este domingo, no âmbito das comemorações do Dia Internacional dos Direitos da Criança, celebrado a 20 de novembro.
dlvr.it
November 16, 2025 at 10:34 PM
CPCJ de Marco de Canaveses e CAERUS – CLDS 5G assinalam os 36 anos da Convenção sobre os Direitos da Criança com vídeo dirigido ao 1.º Ciclo
Resende: CLDS 5G promove Workshop de Artesanato em Madeira em Paus
Resende: CLDS 5G promove Workshop de Artesanato em Madeira em Paus
O projeto CLDS 5G Viver+Resende vai dinamizar um Workshop de "Artesanato em Madeira" na próxima quinta-feira, dia 13 de novembro. A iniciativa decorrerá na Junta de Freguesia de Paus, entre as 14h00 e as 17h00.
dlvr.it
November 12, 2025 at 1:04 PM
Resende: CLDS 5G promove Workshop de Artesanato em Madeira em Paus
Iniciativa pelo combate à pobreza e exclusão social no Sabugal
Entre os dias 13 e 24 de outubro, decorreu a «Iniciativa pelo Combate à Pobreza e Exclusão Social», promovida pela EAPN Portugal / Rede Europeia Anti-Pobreza. O CLDS 5G – Sabugal Ativo dinamizou a atividade «Desiguais: Enfrenta a…
Entre os dias 13 e 24 de outubro, decorreu a «Iniciativa pelo Combate à Pobreza e Exclusão Social», promovida pela EAPN Portugal / Rede Europeia Anti-Pobreza. O CLDS 5G – Sabugal Ativo dinamizou a atividade «Desiguais: Enfrenta a…
Iniciativa pelo combate à pobreza e exclusão social no Sabugal
Entre os dias 13 e 24 de outubro, decorreu a «Iniciativa pelo Combate à Pobreza e Exclusão Social», promovida pela EAPN Portugal / Rede Europeia Anti-Pobreza. O CLDS 5G – Sabugal Ativo dinamizou a atividade «Desiguais: Enfrenta a Realidade Social», promovendo uma reflexão sobre desigualdades sociais através de jogo pedagógico integrada na iniciativa «Olhares sobre a pobreza e a exclusão social».
capeiaarraiana.pt
November 10, 2025 at 11:28 PM
Iniciativa pelo combate à pobreza e exclusão social no Sabugal
Entre os dias 13 e 24 de outubro, decorreu a «Iniciativa pelo Combate à Pobreza e Exclusão Social», promovida pela EAPN Portugal / Rede Europeia Anti-Pobreza. O CLDS 5G – Sabugal Ativo dinamizou a atividade «Desiguais: Enfrenta a…
Entre os dias 13 e 24 de outubro, decorreu a «Iniciativa pelo Combate à Pobreza e Exclusão Social», promovida pela EAPN Portugal / Rede Europeia Anti-Pobreza. O CLDS 5G – Sabugal Ativo dinamizou a atividade «Desiguais: Enfrenta a…
Idk how much the team knows about hunting or CLDs on a whole but the implications are very interesting to me
November 9, 2025 at 4:41 AM
Idk how much the team knows about hunting or CLDs on a whole but the implications are very interesting to me
柊ツルギの叡智ゲー談を聞いてたらろぼちゃんがみこちを晒してしまった件ｗ【ホロライブ切り抜き/ロボ子さん/柊ツルギ/小森めと/八神ツクモ/光葉エ二】 www.youtube.com/watch?v=ClDS...
10分で満足出来る内容
10分で満足出来る内容
柊ツルギの叡智ゲー談を聞いてたらろぼちゃんがみこちを晒してしまった件ｗ【ホロライブ切り抜き/ロボ子さん/柊ツルギ/小森めと/八神ツクモ/光葉エ二】
YouTube video by ホロレア
www.youtube.com
November 8, 2025 at 7:18 AM
柊ツルギの叡智ゲー談を聞いてたらろぼちゃんがみこちを晒してしまった件ｗ【ホロライブ切り抜き/ロボ子さん/柊ツルギ/小森めと/八神ツクモ/光葉エ二】 www.youtube.com/watch?v=ClDS...
10分で満足出来る内容
10分で満足出来る内容
柊ツルギの叡智ゲー談を聞いてたらろぼちゃんがみこちを晒してしまった件ｗ【ホロライブ切り抜き/ロボ子さん/柊ツルギ/小森めと/八神ツクモ/光葉エ二】 www.youtube.com/watch?v=ClDS...
みこさん本当面白いな
みこさん本当面白いな
柊ツルギの叡智ゲー談を聞いてたらろぼちゃんがみこちを晒してしまった件ｗ【ホロライブ切り抜き/ロボ子さん/柊ツルギ/小森めと/八神ツクモ/光葉エ二】
YouTube video by ホロレア
www.youtube.com
November 8, 2025 at 7:18 AM
柊ツルギの叡智ゲー談を聞いてたらろぼちゃんがみこちを晒してしまった件ｗ【ホロライブ切り抜き/ロボ子さん/柊ツルギ/小森めと/八神ツクモ/光葉エ二】 www.youtube.com/watch?v=ClDS...
みこさん本当面白いな
みこさん本当面白いな
Areas of fog dvlpg inland this AM #YVR. Owz a mainly sunny AM. Clds increase PM. Rain dvlps ovnite, tapers to shwrs that continue thru the day on Wed. Windy from the SE. Vrbl skies chc shwrs Thu AM w/rain, wind PM. Vrbl skies Fri chc shwr. Wknd looking nice: dry, vrbl skies, coolish. Back on Mon :)
November 4, 2025 at 1:33 PM
Areas of fog dvlpg inland this AM #YVR. Owz a mainly sunny AM. Clds increase PM. Rain dvlps ovnite, tapers to shwrs that continue thru the day on Wed. Windy from the SE. Vrbl skies chc shwrs Thu AM w/rain, wind PM. Vrbl skies Fri chc shwr. Wknd looking nice: dry, vrbl skies, coolish. Back on Mon :)
A gaggle of trofs and minor circulations offshore tracking E-NE but they all miss #YVR. Clds tdy w/partial clrg ltr AM. Dvlpg upr sys 47N 158W digs ESE and spawns a more significant trof/fnt for Wed. Areas fog Tue AM then vrbl skies. Rain/wind Wed. Breezy/shwrs Thu endg Fri AM then dry thru Sun PM.
November 3, 2025 at 2:54 PM
A gaggle of trofs and minor circulations offshore tracking E-NE but they all miss #YVR. Clds tdy w/partial clrg ltr AM. Dvlpg upr sys 47N 158W digs ESE and spawns a more significant trof/fnt for Wed. Areas fog Tue AM then vrbl skies. Rain/wind Wed. Breezy/shwrs Thu endg Fri AM then dry thru Sun PM.
CLDS e GNR ao lado dos idosos na prevenção de burlas, roubos e furtos
CLDS e GNR ao lado dos idosos na prevenção de burlas, roubos e furtos
O projeto CLDS 5G VIVER. COM continua empenhado em ser voz ativa dos mais idosos e isolados. Foi com este espírito que dinamizou, esta quarta-feira (29), em parceria com o Destacamento Territorial da Lousã da GNR, uma Sessão de Esclarecimento sobre prevenção de furtos, roubos, burlas e medidas de autoproteção. No auditório da Biblioteca Municipal [...]
sapo.pt
October 29, 2025 at 5:05 PM
CLDS e GNR ao lado dos idosos na prevenção de burlas, roubos e furtos