Malcolm Lett
malcolml.bsky.social
Malcolm Lett
@malcolml.bsky.social
Interested in the computational basis of consciousness and intelligence.
https://malcolmlett.github.io/
https://medium.com/@malcolmlett
In hindsight it was obvious. A CNN-to-Regression model that takes two images and produces a 4-vector indicating their relative alignment has an extreme imbalance in the input vs output feature counts. Gradient descent initially pushes most of the hidden outputs to zero!

#ai
February 14, 2025 at 4:01 AM
Just some screenshots of some experiments into improving observability of ML training - gradients across layers and the like.....more on this later.
#MLSky
February 14, 2025 at 3:54 AM
Wow. Someone may finally have solved the Grand Unified Theory of Quantum Physics and General Relativity.
The maths is way beyond me, so I'm looking forward to explanations as they come out.
interestingengineering.com/science/gene...
#Physics
Magical equation unites quantum physics, general relativity in a first
Scientists have finally figured out a way to connect the dots between the macroscopic and the microscopic worlds. Their magical equation might provide us answers to questions like why black holes don'...
interestingengineering.com
September 9, 2024 at 5:47 AM
Running some experiments to see how the fraction of active units in a network affects learning rates (ie: have a non-zero output activation), and the first result is very promising - looks like a clear indication that low activity rates badly affects learning rates.
#MLSky
September 7, 2024 at 1:24 PM
I'm stoked that an article of mine has been published with strong praise by AI Advances, a Medium.com online magazine.
#mlsky

www.linkedin.com/posts/aiadva...
AI Advances on LinkedIn: Grokking gradients in deep neural networks
This is an exceptional exploration of one of the most complex yet fundamental concepts in deep learning. By seamlessly blending intuitive explanations with…
www.linkedin.com
August 31, 2024 at 11:42 AM
I presented in-remote a short video on the Meta Management Theory of Consciousness in the latest The Science of Consciousness conference TSC'24
www.youtube.com/watch?v=jJlz...
#neuroscience
#PhilMind
TSC Conference 2024 - The Meta management Theory of Consciousness
Remote presentation of The Meta-management Theory of Consciousness as part of The Science of Consciousness Conference, Apr 2024, Tucson, US.
www.youtube.com
May 2, 2024 at 12:22 AM
Remote presentation ready for upcoming The Science of Consciousness (TSC) Conference 2024
youtu.be/jJlzl40Rrbs?...
#compneuro
#PhilMind
TSC Conference 2024 - The Meta management Theory of Consciousness
Remote presentation of The Meta-management Theory of Consciousness as part of The Science of Consciousness Conference, Apr 2024, Tucson, US.
youtu.be
April 15, 2024 at 1:03 AM
Reposted by Malcolm Lett
This study portal will be open for the next 4 weeks for anyone potentially interested in taking part in a study exploring metacognitive awareness via an emotional judgment task and two survey questionnaires.

Please consider sharing with anyone who might be interested. 😀

#metacognition #autism
Hi everyone

Seeking self and officially diagnosed as well as non-autistic adults for a study on metacognition for my dissertation.

– All online (~30 minutes)
– Screening Survey
– Experimental Judgement Task
– Metacognition Survey

Direct link: bellsamuel.github.io/metacognitio...

#autism
Undergraduate Study Portal.
bellsamuel.github.io
March 24, 2024 at 1:03 PM
Reposted by Malcolm Lett
link.medium.com
March 26, 2024 at 1:23 AM
Resharing because neuroscience community might be interested too.
#neuroscience
Look out IIT, GWT, and panpsychism, there's a new theory of consciousness in town. A reductionist computational explanation, rooted in evolution and intelligence, that explains the phenomenology of consciousness.

malcolmlett.medium.com/the-meta-man...

#neurosky #compneurosky #PhilConsciousness
The Meta-management theory of Consciousness
The computational theory that explains the evolution of phenomenological consciousness
malcolmlett.medium.com
March 27, 2024 at 9:00 AM
Look out IIT, GWT, and panpsychism, there's a new theory of consciousness in town. A reductionist computational explanation, rooted in evolution and intelligence, that explains the phenomenology of consciousness.

malcolmlett.medium.com/the-meta-man...

#neurosky #compneurosky #PhilConsciousness
The Meta-management theory of Consciousness
The computational theory that explains the evolution of phenomenological consciousness
malcolmlett.medium.com
March 27, 2024 at 3:46 AM
Reposted by Malcolm Lett
Stephen Wolfram, "What it's like to be a computer" youtu.be/gm4BSnUNUo0 #consci
March 21, 2024 at 6:20 PM
There's so much hype around AGI at the moment. Here I look at what it will take to achieve true artificial human-level intelligence.
malcolmlett.medium.com/a-roadmap-to...
#mlsky #agi #compconsc #compneurosky
A Roadmap to Human-like AGI
Examining Human intelligence to understand what we’re missing and what the future of AGI might look like
malcolmlett.medium.com
March 25, 2024 at 8:30 AM
Reposted by Malcolm Lett
Thoughts about last week's paper! :-)
youtu.be/Z1bo9qz6nVo #consci
March 19, 2024 at 8:29 PM
Just realised that it's plausible for an alien race to exist that communicate by telepathy. In the same way that our brain hemispheres learn to communicate via the corpus collosum, they could learn to understand others' pseudo-neural level signals transported via biological radio transmission.
March 2, 2024 at 5:41 AM
I'm looking forward to reading this:
"The neurobiology of interoception and affect."
Excited to finally share this paper, nearly 5 years in the making! In it, me and co-authors share our thoughts on how (and to what extent) signals from the body map onto affective feelings. Writing this definitely brought forth more questions than answers! authors.elsevier.com/c/1ieTJ4sIRv...
February 29, 2024 at 9:40 AM
Reposted by Malcolm Lett
Super excited to share this one! We suggest that the brain solves the stability-plasticity tension in the semantic system through a gradient of plasticity in temporal cortex. Parahippocampal cortex learns especially quickly, with representations shaped by very recent object co-occurrence statistics.
Are semantic representations stable or plastic over time? VERY excited to share this preprint, revealing plasticity within the MTL: reps in parahippocampal cortex drift over ~8 months and are also rapidly reshaped within ~1 hour. w/ @annaschapiro.bsky.social www.biorxiv.org/content/10.1...
Recent statistics shift object representations in parahippocampal cortex
Our representations of the world need to be stable enough to support general knowledge but flexible enough to incorporate new information as our environment changes. How does the human brain manage this stability-plasticity trade-off? We analyzed a large dataset in which participants viewed objects embedded in thousands of natural scenes across many fMRI sessions. Semantic item representations were located by jointly leveraging a voxelwise encoding model to find reliable item representations and a word-embedding model to evaluate semantic content. Within the medial temporal lobe, semantic item representations in hippocampal subfield CA1, parahippocampal cortex, and perirhinal cortex gradually drifted across a period of multiple months. However, rapid plasticity was observed only in parahippocampal cortex, such that item co-occurrence statistics warped item representations within a single session. In conjunction with whole-brain analyses, these results suggest that the brain solves the stability-plasticity trade-off by promoting plasticity in only a subset of semantic regions. ### Competing Interest Statement The authors have declared no competing interest.
www.biorxiv.org
February 8, 2024 at 4:44 PM
Reposted by Malcolm Lett
My personal take-aways 🫣😉👇
youtu.be/OoXbHhdyuig?... #consci
February 8, 2024 at 9:08 PM
Reposted by Malcolm Lett

Biologically plausible models of cognitive flexibility: merging recurrent neural networks with full-brain dynamics
doi.org/10.1016/j.co...
#neuroscience
February 8, 2024 at 6:29 PM
I just published A Brief Summary of Intelligence — Evolutionary Pressures, summarizing some of the outstanding content in Max Bennet's latest book.
malcolmlett.medium.com/a-brief-summ...
#neuroscience
A Brief Summary of Intelligence — Evolutionary Pressures
Intelligence only makes sense in the context of why it evolved in the first place
malcolmlett.medium.com
February 5, 2024 at 7:56 AM
I'm loving how much progress we're making in understand memory and planning. This is really starting to look like we'll have a functional solution soon.
Hi neuroSky, thanks to Lynn Nadel & Sarah Aronowitz I wrote a book chapter on multiscale predictive representations that connect the past to the future, memory to prediction & planning.
There's still time to edit it & I'd love to read your comments!
Am I missing citations?

arxiv.org/abs/2401.09491
January 31, 2024 at 8:59 AM
Reposted by Malcolm Lett
The six anatomical layers of the mammalian brain cortex show distinct patterns of electrical activity which are consistent throughout the entire cortex and across several animal species, including humans. www.sciencedaily.com/releases/202... #science #biology #Neuroscience
January 22, 2024 at 8:37 PM
I'm looking forward to listening to this
Delighted to be part of the Theories of Consciousness series

More info here :

paricenter.com/series/theor...
January 31, 2024 at 6:06 AM
I've always assumed LLMs just learn to generalise the language that it is exposed to during training, but some of the discussion here got me thinking: maybe LLMs actually learn a model of semantic relationships that are captured by its training text.
towardsdatascience.com/enhanced-lar...
Enhanced Large Language Models as Reasoning Engines
The recent exponential advances in natural language processing capabilities from large language models (LLMs) have stirred tremendous…
towardsdatascience.com
December 24, 2023 at 12:55 PM