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Ayush Bharti

@ayushbharti.bsky.social
856 followers 192 following 18 posts

Academy Research Fellow at the Dept. of Computer Science, Aalto University, Finland. Affiliated with the Finnish Center for Artificial Intelligence. Website: bharti-ayush.github.io

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Reposted by Ayush Bharti
ELLIS Institute Finland @ellisinstitute.fi · 12/01/2026
#Hiring: postdocs in artificial intelligence and machine learning research. Deadline February 9, 2026. - Cutting-edge computational resources like @lumi-supercomputer.eu - Close collaboration with @ellis.eu - Ambitious, high-impact projects across Finland ➡️ www.ellisinstitute.fi/postdoc-recr...
Text: We're hiring! Postdoctoral fellows in artificial intelligence and machine learning research.
Below: ELLIS Institute Finland logo
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Reposted by Ayush Bharti
Luigi Acerbi @lacerbi.bsky.social · 03/12/2025
1/ Very happy with this spotlight paper at @neuripsconf.bsky.social where we continue our "Amortize Everything" agenda. After the Amortized Conditioning Engine (Chang et al., AISTATS, 2025) which amortizes all sorts of inference tasks, here with ALINE we amortize both inference & design.
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Reposted by Ayush Bharti
Daolang Huang @huangdaolang.bsky.social · 03/12/2025
We jointly amortize Bayesian inference and active data acquisition within a single architecture. Excited to share our #NeurIPS2025 ✨Spotlight✨ paper “ALINE: Joint Amortization for Bayesian Inference and Active Data Acquisition”! www.huangdaolang.com/aline/
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Reposted by Ayush Bharti
François-Xavier Briol @fxbriol.bsky.social · 17/11/2025
The recording of my talk on 'Multilevel neural simulation-based inference' at the 'One World Approximate Bayesian Inference' seminar series is now available on YouTube. Link: www.youtube.com/watch?v=hBWd...
youtube.com
François-Xavier Briol: Multilevel neural simulation-Multilevel neural simulation-based inference
YouTube video by ISBA - International Society of Bayesian Analysis
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Reposted by Ayush Bharti
Conor Hassan @conorhassan.bsky.social · 17/10/2025
The abstract submission deadline for the ELLIS Workshop on Amortized Probabilistic ML has been extended to October 25th! You still have time to submit a short abstract on your work in: Amortized Inference, Neural processes, Prior-fitted networks, Sequential Decision-Making, and Foundation models.
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Reposted by Ayush Bharti
ELLIS Institute Finland @ellisinstitute.fi · 06/10/2025
Thinking about a #PhD in AI + #machinelearning? 🇫🇮 Read about @ayushbharti.bsky.social's experience doing research in Finland: www.ellisinstitute.fi/collaboratio... Then, 👀 Apply for the @ellis.eu PhD program by October 31 🎃 : ellis.eu/news/ellis-p...
ellisinstitute.fi
“Collaboration is a feature of the Finnish research community” | ELLIS Institute Finland
Strong collegial network is an asset to Ayush Bharti's research on robust machine learning.
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Reposted by Ayush Bharti
Henri Pesonen @hpesonen.bsky.social · 01/09/2025
I'm looking for a Doctoral Researcher (PhD student) to work with me on simulation-based inference at Data Science Research Centre, Tampere University Check the link for details and send an application before October 10th. tuni.rekrytointi.com/paikat/?o=A_...
tuni.rekrytointi.com
Doctoral Researcher (simulation-based inference) / Väitöskirjatutkija (simulaatio-pohjainen päättely)
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Reposted by Ayush Bharti
François-Xavier Briol @fxbriol.bsky.social · 28/08/2025
Just finished delivering a course on 'Robust and scalable simulation-based inference (SBI)' at Greek Stochastics. This covered an introduction to SBI, open challenges, and some recent contributions from my own group. The slides are now available here: fxbriol.github.io/pdfs/slides-....
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Ayush Bharti @ayushbharti.bsky.social · 03/07/2025
Great initiative!
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Ayush Bharti @ayushbharti.bsky.social · 02/05/2025
"Cost-aware simulation-based inference" is accepted at AISTATS 2025. Check out our poster #205 on Sunday May 4th in Hall A-E if you are in Phuket. Finland's rising star @huangdaolang.bsky.social will be there to assist you :D arxiv.org/abs/2410.07930 @fxbriol.bsky.social @samikaski.bsky.social
arxiv.org
Cost-aware simulation-based inference
Simulation-based inference (SBI) is the preferred framework for estimating parameters of intractable models in science and engineering. A significant challenge in this context is the large computation...
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Ayush Bharti @ayushbharti.bsky.social · 23/04/2025
Looking forward to this!
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Reposted by Ayush Bharti
Paul Chang @mummitrollet.bsky.social · 12/03/2025
Multi-Head Latent Attention vs Group Query Attention: We break down why MLA is a more expressive memory compression technique AND why naive implementations can backfire. Check it out!
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Ayush Bharti @ayushbharti.bsky.social · 14/02/2025
Looking forward to speaking at the @approxbayesseminar.bsky.social!
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Reposted by Ayush Bharti
Approximate Bayes Seminar @approxbayesseminar.bsky.social · 14/02/2025
Our next talk will be on Thursday the 27th February at 11am UK time. Our next speaker is Ayush Bharti (Aalto University), who will talk about "Cost-aware simulation-based inference". To receive the link, sign up here: listserv.csv.warwick...
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Reposted by Ayush Bharti
Liza Semenova @liza-semenova.bsky.social · 19/12/2024
If you are interested in doing a #PhD with me at Imperial College London and qualify as a home student, please reach out (before end of 2024)! Potential topics: spatial statistics, applied deep generative models, probabilistic programming and more.
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Reposted by Ayush Bharti
Daolang Huang @huangdaolang.bsky.social · 05/12/2024
Optimizing decision utility in Bayesian experimental design is key to improving downstream decision-making. Excited to share our #NeurIPS2024 paper on Amortized Decision-Aware Bayesian Experimental Design: arxiv.org/abs/2411.02064 @lacerbi.bsky.social @samikaski.bsky.social Details below.
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Reposted by Ayush Bharti
Luigi Acerbi @lacerbi.bsky.social · 27/11/2024
@huangdaolang.bsky.social just joined here and you should follow him if you are interested in probabilistic machine learning, (Bayesian) exp. design and AI-assisted decision making. Not to mention that he has *several* NeurIPS papers already while in his 3rd PhD year...
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