Hunting for Eureka moments Research engineer with @mint_nlp_mbzuai & @riken_aip • formerly @nyuniversity Intelligence really is super
Joined May 2024
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I’m happy to share that I was selected as an ICML 2026 Gold Reviewer
I appreciate the recognition from the Area Chairs and Program Chairs, and I’m glad to have contributed to the review process for one of the top conferences in machine learning
Looking forward to ICML 2026 in Seoul, South Korea!
(Sam) Munachiso Samuel Nwadike retweeted
Friend of mine saw my reading list of architectures papers, and said I should post it in case anyone finds it handy
app.notion.com/p/Architectur…
A key highlight is the really recent progression from parity -> modular arithmetic -> non-commutative state tracking for SSMs
For example, in a paper uploaded to Arxiv just ~2 weeks ago, a Japanese team showed how Mamba-3 can be made to perform (length-generalising) non-commutative state tracking (S5) with some simple adjustments to the A-matrix (NPLR)
Shoutout @zmkzmkz (said friend; he invented multi-layer key value sharing, which was a super nice contribution)
Couple great papers in there also from @hhsun1 (looped transformers), @lambdaviking (expressivity analyses) as well
Key words for the algorithm: neural network architectures
(Sam) Munachiso Samuel Nwadike retweeted
Wrote little blogpost of what I've been working on in kernels and found small but interesting thing about it on MI210s.
erland366.github.io/blog/fli…
(Sam) Munachiso Samuel Nwadike retweeted
good reading list to get a jumpstart in the many lines of work in architectures!
Friend of mine saw my reading list of architectures papers, and said I should post it in case anyone finds it handy
app.notion.com/p/Architectur…
A key highlight is the really recent progression from parity -> modular arithmetic -> non-commutative state tracking for SSMs
For example, in a paper uploaded to Arxiv just ~2 weeks ago, a Japanese team showed how Mamba-3 can be made to perform (length-generalising) non-commutative state tracking (S5) with some simple adjustments to the A-matrix (NPLR)
Shoutout @zmkzmkz (said friend; he invented multi-layer key value sharing, which was a super nice contribution)
Couple great papers in there also from @hhsun1 (looped transformers), @lambdaviking (expressivity analyses) as well
Key words for the algorithm: neural network architectures
Friend of mine saw my reading list of architectures papers, and said I should post it in case anyone finds it handy
app.notion.com/p/Architectur…
A key highlight is the really recent progression from parity -> modular arithmetic -> non-commutative state tracking for SSMs
For example, in a paper uploaded to Arxiv just ~2 weeks ago, a Japanese team showed how Mamba-3 can be made to perform (length-generalising) non-commutative state tracking (S5) with some simple adjustments to the A-matrix (NPLR)
Shoutout @zmkzmkz (said friend; he invented multi-layer key value sharing, which was a super nice contribution)
Couple great papers in there also from @hhsun1 (looped transformers), @lambdaviking (expressivity analyses) as well
Key words for the algorithm: neural network architectures
(Sam) Munachiso Samuel Nwadike retweeted
Finally out 🎉
Introducing HyperBrowseComp: A multilingual, multimodal stress-test benchmark for search agents!
Paper: arxiv.org/abs/2610.03574
Web: hyperbrowsecomp.github.io/
Currently covers 13 languages with handcrafted, 👿diabolical questions.
(See this image as an example)
(Sam) Munachiso Samuel Nwadike retweeted
so are we/the agents truly just bottlenecked by having to do physical experiments for progress in other fields of science? how significant are the theoretical physics and logics results in this batch compared to the math ones? I’m just trying to gauge how far they’ve really come
We’re releasing a broad range of new mathematical results produced by an internal frontier model.
We’ve been consulting with the independent Advisory Group on Mathematics and Artificial Intelligence at the Institute for Advanced Study, and we have drawn on their advice and public recommendations to inform how we release these results.
github.com/openai/math
(Sam) Munachiso Samuel Nwadike retweeted
Skeptical or bullish about looped transformers? Want a rigorous, controlled setup to understand their real potential?
Our key finding — looping enables systematic generalization and depth extrapolation: It lets models combine knowledge not seen in any composition, and reason over more hops than they ever see during training.
Come chat with us (@yuekun_yao @hkohli14) at #COLM2026 and join our poster session on Wednesday, 11AM–1PM!
@osunlp has many students attending the conference, including @hanane_mnsr @YifeiLiPKU @ziruch__ @Zhehao_Zhang123 @yuting_ning grab them to have a chat!
Also—@OhioStateCSE is hiring! Our department has multiple faculty openings across AI foundations, responsible AI, and agentic AI. Happy to answer questions and make connections!
(Sam) Munachiso Samuel Nwadike retweeted
we had such a blast making this benchmark, the questions I made in german are among the hardest, I’m quite proud of them lol
if you think deep browsing tip-of-my-tongue-type questions are a good measure of agent capability, you should test your favorite LLMs/harnesses on this!
Finally out 🎉
Introducing HyperBrowseComp: A multilingual, multimodal stress-test benchmark for search agents!
Paper: arxiv.org/abs/2610.03574
Web: hyperbrowsecomp.github.io/
Currently covers 13 languages with handcrafted, 👿diabolical questions.
(See this image as an example)
(Sam) Munachiso Samuel Nwadike retweeted
our lab is doing this super cool program where we try to help people out with their graduate applications! if you need some advice on your proposals, CVs, emails, etc. especially for those who are under-represented, do consider signing up for this
🎓 Graduate Program Application Mentorship
Applying to grad school doesn't have to be overwhelming!
Get personalized 1:1 support from students who’ve successfully navigated the process.
🔗 Apply now: forms.gle/FyjEuLmjcdREF3Ba6
🗓️ Deadline: Nov 1, 2026
👇 Here is what you get:
for all interested in tokenisation
This wonderful survey is finally out!
I'm honored to have played a small part in it 🙇
Thanks a lot for taking the lead, @marco_computers !!
(Sam) Munachiso Samuel Nwadike retweeted
This wonderful survey is finally out!
I'm honored to have played a small part in it 🙇
Thanks a lot for taking the lead, @marco_computers !!
(Sam) Munachiso Samuel Nwadike retweeted
Architecture research is important for the advancement of intelligence
