The Artificial Cognitive Systems lab @DondersInst headed by @marcelge investigates the computational principles that govern natural and artificial intelligence.
Nijmegen, Nederland
Joined April 2016
- Tweets419
- Following861
- Followers1.9K
- Likes449
New preprint out! Probabilistic Forecasting via Autoregressive Flow Matching. arxiv.org/html/2503.10375v1
Artificial Cognitive Systems retweeted
Our new preprint "PAM: Predictive attention mechanism for neural decoding of visual perception" introduces a novel approach that learns output queries. Beneficial if queries are n/a, as in neural decoding! w/ @lynnle_ai @artcogsys @yagmurgucluturk @umuguc
biorxiv.org/content/10.1101/…
Artificial Cognitive Systems retweeted
Discovering dynamic symbolic policies with genetic programming. The evolved policies:
-consist of interpretable dynamics equations
-offer transparency in the latent state
-robust under partial observability
-generalize to different task settings
arxiv.org/abs/2406.02765
Artificial Cognitive Systems retweeted
I'm excited to share our new preprint 'Subspace Node Pruning'! We present a novel perspective on pruning computational units from pre-trained deep networks with minimal performance loss. (0/10)
Artificial Cognitive Systems retweeted
Train RNNs efficiently without gradients! Our learning algorithms (ANP & DANP) offer a robust solution by
- Requiring only forward passes
- Avoiding vanishing gradients
- Matching BP (BPTT) performance
- Enabling neuromorphic hardware compatibility
arxiv.org/pdf/2405.08967v1
Artificial Cognitive Systems retweeted
[1/8] Our paper "Brain2GAN: Feature-disentangled neural encoding and decoding of visual perception in the primate brain" is published! @PLOSCompBiol
#brainreading 🧠📖
Full paper: doi.org/10.1371/journal.pcbi…
Artificial Cognitive Systems retweeted
As AI adoption becomes more widespread, so do concerns about its energy consumption. Our latest paper proposes a method to train AI models more efficiently. The method reduces energy use by more than half when training a ResNet-18 model on ImageNet. arxiv.org/pdf/2405.02385
Artificial Cognitive Systems retweeted
Check our paper to see how a simple bistable model can capture the essence of epileptic dynamics. Networks of such bistable models can be even more powerful in interpreting real data. Joint work with @A_ElGazzarr @DaniSBassett @Fabiopas82 @marcelge
A new publication from DBI2 is available🥳! "Analytical Characterization of Epileptic Dynamics in a Bistable System" arxiv.org/abs/2404.03409
Artificial Cognitive Systems retweeted
Excited to share our perspective paper on Universal differential equations for neuroscience. arxiv.org/abs/2403.14510. In this manuscript, we argue for UDEs as a unifying framework to integrate mathematical modeling with machine learning in neuroscience.
Come join us! Postdoctoral research position in efficient machine learning as part of the DBI2 research consortium: ru.nl/node/67534
New paper out! Advancements in spiking neural network communication and synchronization techniques for event-driven neuromorphic systems
sciencedirect.com/science/ar…
Unlocking speech for paralyzed individuals using Brain-Computer Interface Technology and AI ru.nl/donders/news/news/@138… via @Radboud_Uni
Artificial Cognitive Systems retweeted
Beyond excited: our manuscript on PhenoScore is out in @NatureGenet! By combining facial recognition technology with phenotypic data analyses, we recognize 37/40 investigated syndromes and even establish new phenotypic subgroups for #ADNP! tinyurl.com/yaent4yw
Artificial Cognitive Systems retweeted
I'm happy to share Gabriel's (@gaboraya) post on symmetry breaking in diffusion models!
Link:
gabrielraya.com/blog/2023/sy…
Spontaneous symmetry breaking is behind the standard model of particle physics... it turns out it is also behind the generative powers of diffusion models!
Our "The neuroconnectionist research programme" paper has been published in Nature Reviews Neuroscience! rdcu.be/ddkIe
Come join us! Senior researcher position in reinforcement learning leading towards a tenured assistant professorship: ru.nl/en/working-at/job-oppo…
Come join us! #DeepLearning #MachineLearning #ArtificialIntelligence software engineer:
ru.nl/en/working-at/job-oppo…