Ali Tajer
@satajerProfessor @RPI. Information theory, statistical inference, ML
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And finally this super cool work — intervention-based learning of mixtures of DAGs, which are more powerful in abstracting the complexities of causal systems. We the usual suspects in the results: necessary & sufficient conditions for mixture recovery and an algorithm.
3) 𝗖𝗮𝘂𝘀𝗮𝗹 𝗱𝗶𝘀𝗰𝗼𝘃𝗲𝗿𝘆 𝗳𝗿𝗼𝗺 𝗺𝗶𝘅𝘁𝘂𝗿𝗲𝘀 is fundamentally more challenging than learning a single DAG. We look into using interventions for causal discovery from a mixture of DAGs. Paper: arxiv.org/abs/2406.08666 Poster: West Ballroom A-D #5006 Thu 4.30pm
Burak & Emre will be presenting two papers on causal representation learning: (1) finite-sample guarantees (identifiability & algorithmic) and (2) unknown, multi-target intervention. Further evidence that our score-based method is highly versatile apt for diverse settings.
I'll be at #NeurIPS2024 (Dec. 10-15) to present our papers on causal representation learning, causal discovery, and causal bandits (see thread). Looking to meet old and new friends and chat on causality / representation learning.
Great reminder how our thinking is (often subconsciously & heavily) influenced by the precedence and being generous with acknowledging that is important.
Schmidhuber was working in the same field on the same artefacts just two decades too early. So I don’t interpret Schmidhuber as shit posting often. My post is about the statement “Attention was not discovered in machine learning”. This is a bad way to think about discovery, in…
The P&T letter I was working on was due last night. Now the delay is partly on you @overleaf!
⚠️ Attention: our website is down. We are aware of the outage and are investigating. Apologies for any inconvenience this might cause. You can also check our status page at status.overleaf.com
I’ll be more active on Bluesky and look forward to (re)connecting there: bsky.app/profile/atajer…
President Marty Schmidt ’81 spoke at @economistimpact's 3rd annual Commercialising Quantum Global event this week. “What does being quantum-advantaged mean, and what will it take to educate a quantum-ready workforce for the near future?” he said. #EconQuantum #RPIQuantum
Excited to share that @th33rtha and I will be giving a tutorial on: 𝐋𝐚𝐧𝐠𝐮𝐚𝐠𝐞 𝐌𝐨𝐝𝐞𝐥 𝐈𝐧𝐟𝐞𝐫𝐞𝐧𝐜𝐞: 𝐓𝐡𝐞𝐨𝐫𝐲 𝐚𝐧𝐝 𝐀𝐥𝐠𝐨𝐫𝐢𝐭𝐡𝐦𝐬
This year I'm serving as the co-chair for ISIT Tutorials. The conference is happening in Athens, Greece (Intercontinental) and the tutorials are on July 7th. Titles and presenters: Theory and Methods for Deep Generative Models Presenters: Yao Xie, Taiji Suzuki, and Xiuyuan Cheng…
This year I'm serving as the co-chair for ISIT Tutorials. The conference is happening in Athens, Greece (Intercontinental) and the tutorials are on July 7th. Titles and presenters: Theory and Methods for Deep Generative Models Presenters: Yao Xie, Taiji Suzuki, and Xiuyuan Cheng…
⏰ The ISIT 2024 Technical Program has been posted! 👨🏫👩🏫 2024.ieee-isit.org/technical-prog…
See our work on Causal Representation Learning at #AISTATS2024! @satajer is presenting at Oral: Causality session (Friday), and Poster Session 3 (Saturday). For the paper and code: bvarici.github.io/projects/CRL/
I’m excited to present our most recent results on causal rep. learning at @crl_neurips2023 #NeurIPS2023. We consider a general 𝗻𝗼𝗻𝗽𝗮𝗿𝗮𝗺𝗲𝘁𝗿𝗶𝗰 latent causal model and the transformation from latent to observed space. arxiv.org/abs/2310.15450
Very nice results — revisiting an old problem and bringing new insights in the finite-sample guarantees.
[📜preprint] New results for an old problem We revisit the basic statistics problem "simple binary hypothesis testing": Given (i) two distributions p & q and (ii) n data points promised to be sampled either i.i.d. from p or i.i.d. from q, identify the true distribution
![subGaussian's tweet image. [📜preprint] New results for an old problem
We revisit the basic statistics problem "simple binary hypothesis testing":
Given (i) two distributions p & q and (ii) n data points promised to be sampled either i.i.d. from p or i.i.d. from q, identify the true distribution](https://pbs.twimg.com/media/GJn-RfHWkAAhfp9.jpg)
First of hopefully more campuses giving students access to work with quantum computers. Thanks to @IBM for their continued support!
Be part of history on April 5 as we reveal the @IBM Quantum System One on our campus! Join us for a ribbon-cutting celebration and lunch reception where you can enjoy our @StewartsShops Bicentennial ice cream. Register: bit.ly/4apqnqV #RPIQuantum #RPI200
agreed. by helping people along our way, we are positively contributing to the future and that is a legacy everyone should take pride in.
A wonderful team of theorists to work with.
🚨 Three post-doc positions in Information Theory and related areas 📖 Funded through the INFORMED-AI EPSRC Hub ⏰ Deadline: March 12 -- apply now! 🔗 jobs.ac.uk/job/DFX388/pos…
The inaugural Maryam Mirzakhani Award from @AustMS Women in Mathematics Group @WimsigAU is open for 2023. The award supports international female students pursuing a postgraduate degree in mathematics in Australia. Closing date April 1. Info 👉🏼 austms.org.au/awards-grants/…
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