Parameter Efficient Continual Learning with Dynamic Low- Rank Adaptation
Prashant Shivaram Bhat, Shakib Yazdani, Elahe Arani, Bahram Zonooz
Action editor: Piyush Rai
https://openreview.net/forum?id=ZqQATq0Geg
#forgetting #continual #trained
How to Make Claude Code Improve from its Own Mistakes Supercharge Claude Code with continual learning The post How to Make Claude Code Improve from its Own Mistakes appeared first on Towards Data S...
#Agentic #AI #Claude #Code #coding #agents […]
[Original post on towardsdatascience.com]
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
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
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
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
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
Continual learning via probabilistic exchangeable sequence modelling
Hanwen Xing, Christopher Yau
Action editor: Magda Gregorova
https://openreview.net/forum?id=fDnAsRUk0F
#forgetting #continual #generative
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
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]
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
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
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
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
Hyperparameters in Continual Learning: A Reality Check
Sungmin Cha, Kyunghyun Cho
Action editor: Elahe Arani
https://openreview.net/forum?id=hiiRCXmbAz
#hyperparameters #hyperparameter #continual
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
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
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
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
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
Metalearning Continual Learning Algorithms
Kazuki Irie, Róbert Csordás, Jürgen Schmidhuber
Action editor: Alessandro Sordoni
https://openreview.net/forum?id=IaUh7CSD3k
#forgetting #learned #continual
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
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
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...
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! ❤️
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
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
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
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 .
