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Posts tagged #Continual

Rethinking Memory in Continual Learning: Beyond a Monolithic Store of the Past

Yaqian Zhang, Bernhard Pfahringer, Eibe Frank, Albert Bifet

Action editor: Robert Legenstein

https://openreview.net/forum?id=wgjVUIYyOD

#memory #continual #storage

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Continual Learning on CLIP via Incremental Prompt Tuning with Intrinsic Textual Anchors

Haodong Lu, Xinyu Zhang, Kristen Moore et al.

Action editor: Massimiliano Mancini

https://openreview.net/forum?id=YJnjkzKq5Y

#continual #forgetting #prompt

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Rethinking Memory in Continual Learning: Beyond a Monolithic Store of the Past

Rethinking Memory in Continual Learning: Beyond a Monolithic Store of the Past

New #TMLR-Paper-with-Video:

Rethinking Memory in Continual Learning: Beyond a Monolithic Store of the Past

Yaqian Zhang, Bernhard Pfahringer, Eibe Frank, Albert Bifet

https://tmlr.infinite-conf.org/paper_pages/wgjVUIYyOD

#memory #continual #storage

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Before Forgetting, There's Learning: Representation Learning Challenges in Online Unsupervised Co...

Cameron Ethan Taylor, Shreyas Malakarjun Patil, Constantine Dovrolis

Action editor: Bo Han

https://openreview.net/forum?id=hZwInyuYDw

#forgetting #memory #continual

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New #J2C Certification:

Rethinking Memory in Continual Learning: Beyond a Monolithic Store of the Past

Yaqian Zhang, Bernhard Pfahringer, Eibe Frank, Albert Bifet

https://openreview.net/forum?id=wgjVUIYyOD

#memory #continual #storage

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Continual learning via probabilistic exchangeable sequence modelling

Hanwen Xing, Christopher Yau

Action editor: Magda Gregorova

https://openreview.net/forum?id=fDnAsRUk0F

#forgetting #continual #generative

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New #J2C Certification:

Investigating Continual Pretraining in Large Language Models: Insights and Implications

Çağatay Yıldız, Nishaanth Kanna Ravichandran, Nitin Sharma, Matthias Bethge, Beyza Ermis

https://openreview.net/forum?id=aKjJoEVKgO

#forgetting #learned #continual

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Original post on nextbigfuture.com

Progress to Continual Learning AI 2025 saw a tripling of continual learning LLM papers according to arXiv trends. This is driven by foundation model scale and multimodal extensions. However, no fla...

#Artificial #intelligence #Science #Technology #World […]

[Original post on nextbigfuture.com]

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Exploring the potential of Direct Feedback Alignment for Continual Learning

Sara Folchini, Viplove Arora, Sebastian Goldt

Action editor: Laurent Charlin

https://openreview.net/forum?id=MRZQrn7JEG

#forgetting #continual #forget

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Spectral Collapse Explains Plasticity Loss in Deep Continual Learning

Spectral Collapse Explains Plasticity Loss in Deep Continual Learning

Researchers link plasticity loss in continual learning to Hessian spectral collapse at task start and suggest two fixes—preserve high feature rank and add L2 weight decay. Read more: getnews.me/spectral-collapse-explai... #continual #plasticity

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Continual Pre-training of MoEs: How robust is your router?

Benjamin Thérien, Charles-Étienne Joseph, Zain Sarwar et al.

Action editor: Andrew Lampinen

https://openreview.net/forum?id=dR7C1K71Rs

#continual #forgetting #decaying

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Investigating Continual Pretraining in Large Language Models: Insights and Implications

Çağatay Yıldız, Nishaanth Kanna Ravichandran, Nitin Sharma, Matthias Bethge, Beyza Ermis

Action editor: Elahe Arani

https://openreview.net/forum?id=aKjJoEVKgO

#forgetting #learned #continual

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Hyperparameters in Continual Learning: A Reality Check

Sungmin Cha, Kyunghyun Cho

Action editor: Elahe Arani

https://openreview.net/forum?id=hiiRCXmbAz

#hyperparameters #hyperparameter #continual

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as I tread the darkness
comfortably like the inside of
my house, I feel the continual
pull of birdsong, beacons
through the night, enveloping
the hard edges, fading them
until they blur like the first
light of dawn blurs the moon,
cascading into colour.

#poetry #poem #ourpoetryx #prompt #continual

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Hang Ten
(Sun’s Out, Suit’s On)

Gigantic #blue wave
Surfers #removed right and left
#Eager to relaunch
#Continual #froth and churn
First aid #kit ready to #trot

#BlueskyRelay #WSS366
#DailyHaikuPrompt #HaikuChallenge #VSSDaily
#OurPoetryX #VSSMagic #Tanka #PoetryBrat #Poetry #Poem #HaikuFeels

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#vss365 #hiraeth
#BraveWrite #home
#micropoetry
#OurPoetryX #Continual
#Poetry
#Yorkshire

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Continual gossip—
a flame on the wind,
flickering fast
along every tongue.
Words drift
like ash
toward the ghat,
where stories burn
without trace.
Only silence
holds shape,
while echoes
scatter—
weightless,
aimless,
already forgotten
before they land.

#OurPoetryX #continual @fravery.bsky.social

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Theoretical Insights into Overparameterized Models in Multi-Task and Replay-Based Continual Learning

Mohammadamin Banayeeanzade, Mahdi Soltanolkotabi, Mohammad Rostami

Action editor: Nishant Mehta

https://openreview.net/forum?id=4zGPT0ZwnU

#forgetting #overparameterized #continual

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Buffer-based Gradient Projection for Continual Federated Learning

Shenghong Dai, Jy-yong Sohn, Yicong Chen et al.

Action editor: Michael Bowling

https://openreview.net/forum?id=Xz5IcOizQ6

#forgetting #streams #continual

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Metalearning Continual Learning Algorithms

Kazuki Irie, Róbert Csordás, Jürgen Schmidhuber

Action editor: Alessandro Sordoni

https://openreview.net/forum?id=IaUh7CSD3k

#forgetting #learned #continual

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Class Incremental Learning from First Principles: A Review

Neil Ashtekar, Jingxi Zhu, Vasant G Honavar

Action editor: Erin Grant

https://openreview.net/forum?id=sZdtTJInUg

#continual #incremental #forgetting

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New #Survey Certification:

Class Incremental Learning from First Principles: A Review

Neil Ashtekar, Jingxi Zhu, Vasant G Honavar

https://openreview.net/forum?id=sZdtTJInUg

#continual #incremental #forgetting

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There were so many favorite episodes, characters, storylines, arcs & other things to discuss about those first three seasons of Supernatural, I bet we could have talked for a whole 'nother hour or two in the panel. 😊😎❤️ #Supernatural #SPNFamily #ConTinual #artistlife

www.facebook.com/share/v/15DX...

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I just did a panel for the online con #ConTinual about Superman and Lois: the final season, that last emotional gut-punch end, and the series/characters in general. I did panels for the show a couple times at #DragonCon too. Such an excellent (if underrated) series, it definitely will be missed! ❤️

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Perhaps instead of solely focusing on preventing forgetting in AI systems, we should be asking: How can we implement more selective, adaptive forgetting mechanisms similar in a continual learning framework? [4/4]

Thoughts?
#continual

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Concept-Driven Continual Learning

Sin-Han Yang, Tuomas Oikarinen, Tsui-Wei Weng

Action editor: Andrew Lampinen

https://openreview.net/forum?id=HSW49uvCNW

#forgetting #continual #memory

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Overcoming the Stability Gap in Continual Learning

Md Yousuf Harun, Christopher Kanan

Action editor: Yingbin Liang

https://openreview.net/forum?id=o2wEfwUOma

#continual #retraining #dnns

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Preview
PT 002 2Sorrow And Joy In Christian Living: Part 2 - Joy! : Peter Macinta : Free Download, Borrow, and Streaming : Internet Archive In this podcast we begin with the Biblical fact that one needs to be born again in Christ to receive His joy and what we ought to do to maintain His joy. We...

Perpendicular Truth:
#Sorrow And #Joy In #Christian Living - Part 2 (Joy!)
archive.org/details/pt-002
#salvation #obedience #rejoice #rejoicing #conditional #continual #complete #immutable #temptations #trials #troubles #persecution #sufferingsofChrist .

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Con-Tinual: The Con That Never Ends | If it's Tuesday it must be Hot... If it's Tuesday it must be Hot Off The Press 128 featuring the latest SF & fantasy releases from Catherine Asaro, Stuart Jaffe, Berta Platas, & me. Chill out with some great chat and even better...

If it's Tuesday it must be Hot Off The Press 128 featuring the latest SF & fantasy releases from Catherine Asaro, Stuart Jaffe, Berta Platas, & me. Chill out with some great chat and even better reads on #ConTinual. You know you want to. #newbooks #SFF #series www.facebook.com/share/v/S1bi...

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Con-Tinual: The Con That Never Ends | ConTinual Fandom presents Will... ConTinual Fandom presents Will Trent - the book series and the TV show. Join Isabelle Hardesty, Kristin Jackson, Rochelle RL Merrill, Nancy Northcott, and host James P. Nettles III for a trip through....

#ConTinual Fandom presents #WillTrent - the book series and the TV show. Join Isabelle Hardesty, Kristin Jackson, Rochelle RL Merrill, @nancynorth.bsky.social, and host @jpnettles.bsky.social for a trip through the crime drama! www.facebook.com/share/p/HyPW...

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