Adam Goliński
@adamgol.bsky.social
Apple ML Research in Barcelona, prev OxCSML InfAtEd, part of MLinPL & polonium_org 🇵🇱, sometimes funny
Reposted by Adam Goliński
when you call console.log() this is what happens
November 24, 2025 at 11:19 PM
when you call console.log() this is what happens
Reposted by Adam Goliński
One more banger by Zach Weinersmith. How can you have as much broadness in topics and depth at the same time? Big fan.
The worst part of selfless robotic servants is going to be how happy they are.
COMIC ◆ www.smbc-comics.com/comic/consci...
PATREON ◆ www.patreon.com/ZachWeinersm...
STORE ◆ smbc-store.myshopify.com
COMIC ◆ www.smbc-comics.com/comic/consci...
PATREON ◆ www.patreon.com/ZachWeinersm...
STORE ◆ smbc-store.myshopify.com
November 17, 2025 at 4:45 PM
One more banger by Zach Weinersmith. How can you have as much broadness in topics and depth at the same time? Big fan.
Reposted by Adam Goliński
Our research team is hiring PhD interns 🍏 Spend your next summer in Paris and explore the next frontiers of LLMs for uncertainty quantification, calibration, RL and post-training, and Bayesian experimental design.
Details & Application ➡️ jobs.apple.com/en-my/detail...
Details & Application ➡️ jobs.apple.com/en-my/detail...
Internship - Machine Learning Research on Uncertainty - Jobs at Apple (MY)
Apply for a Internship - Machine Learning Research on Uncertainty job at Apple. Read about the role and find out if it’s right for you.
jobs.apple.com
November 14, 2025 at 4:26 PM
Our research team is hiring PhD interns 🍏 Spend your next summer in Paris and explore the next frontiers of LLMs for uncertainty quantification, calibration, RL and post-training, and Bayesian experimental design.
Details & Application ➡️ jobs.apple.com/en-my/detail...
Details & Application ➡️ jobs.apple.com/en-my/detail...
Reposted by Adam Goliński
📢 We’re looking for a researcher in in cogsci, neuroscience, linguistics, or related disciplines to work with us at Apple Machine Learning Research! We're hiring for a one-year interdisciplinary AIML Resident to work on understanding reasoning and decision making in LLMs. 🧵
November 7, 2025 at 9:19 PM
📢 We’re looking for a researcher in in cogsci, neuroscience, linguistics, or related disciplines to work with us at Apple Machine Learning Research! We're hiring for a one-year interdisciplinary AIML Resident to work on understanding reasoning and decision making in LLMs. 🧵
Reposted by Adam Goliński
Do AI agents ask good questions? We built “Collaborative Battleship” to find out—and discovered that weaker LMs + Bayesian inference can beat GPT-5 at 1% of the cost.
Paper, code & demos: gabegrand.github.io/battleship
Here's what we learned about building rational information-seeking agents... 🧵🔽
Paper, code & demos: gabegrand.github.io/battleship
Here's what we learned about building rational information-seeking agents... 🧵🔽
October 27, 2025 at 7:17 PM
Do AI agents ask good questions? We built “Collaborative Battleship” to find out—and discovered that weaker LMs + Bayesian inference can beat GPT-5 at 1% of the cost.
Paper, code & demos: gabegrand.github.io/battleship
Here's what we learned about building rational information-seeking agents... 🧵🔽
Paper, code & demos: gabegrand.github.io/battleship
Here's what we learned about building rational information-seeking agents... 🧵🔽
Reposted by Adam Goliński
It's that time of the year! 🎁
The Apple Machine Learning Research (MLR) team in Paris is hiring a few interns, to do cool research for ±6 months 🚀🚀 & work towards publications/OSS.
Check requirements and apply: ➡️ jobs.apple.com/en-us/detail...
More❓→ ✉️ [email protected]
The Apple Machine Learning Research (MLR) team in Paris is hiring a few interns, to do cool research for ±6 months 🚀🚀 & work towards publications/OSS.
Check requirements and apply: ➡️ jobs.apple.com/en-us/detail...
More❓→ ✉️ [email protected]
October 17, 2025 at 1:07 PM
It's that time of the year! 🎁
The Apple Machine Learning Research (MLR) team in Paris is hiring a few interns, to do cool research for ±6 months 🚀🚀 & work towards publications/OSS.
Check requirements and apply: ➡️ jobs.apple.com/en-us/detail...
More❓→ ✉️ [email protected]
The Apple Machine Learning Research (MLR) team in Paris is hiring a few interns, to do cool research for ±6 months 🚀🚀 & work towards publications/OSS.
Check requirements and apply: ➡️ jobs.apple.com/en-us/detail...
More❓→ ✉️ [email protected]
Reposted by Adam Goliński
Reminder that Amortized inference Workshop submissions at the ELLIS Unconference are still open until **Oct 16, 2025**.
Only a short abstract (½ page), so go ahead!
Workshop: Dec 2, 2025, co-located with EurIPS.
Website: sites.google.com/view/amortiz...
Only a short abstract (½ page), so go ahead!
Workshop: Dec 2, 2025, co-located with EurIPS.
Website: sites.google.com/view/amortiz...
October 14, 2025 at 10:16 AM
Reminder that Amortized inference Workshop submissions at the ELLIS Unconference are still open until **Oct 16, 2025**.
Only a short abstract (½ page), so go ahead!
Workshop: Dec 2, 2025, co-located with EurIPS.
Website: sites.google.com/view/amortiz...
Only a short abstract (½ page), so go ahead!
Workshop: Dec 2, 2025, co-located with EurIPS.
Website: sites.google.com/view/amortiz...
Reposted by Adam Goliński
Waymo is coming to London next year.
October 15, 2025 at 9:57 AM
Waymo is coming to London next year.
Reposted by Adam Goliński
LLMs are currently this one big parameter block that stores all sort of facts. In our new preprint, we add context-specific memory parameters to the model, and pretrain the model along with a big bank of memories.
📑 arxiv.org/abs/2510.02375
[1/10]🧵
📑 arxiv.org/abs/2510.02375
[1/10]🧵
October 6, 2025 at 4:06 PM
LLMs are currently this one big parameter block that stores all sort of facts. In our new preprint, we add context-specific memory parameters to the model, and pretrain the model along with a big bank of memories.
📑 arxiv.org/abs/2510.02375
[1/10]🧵
📑 arxiv.org/abs/2510.02375
[1/10]🧵
Reposted by Adam Goliński
Our two phenomenal interns, Alireza Mousavi-Hosseini and Stephen Zhang @syz.bsky.social have been cooking some really cool work with Michal Klein and me over the summer.
Relying on optimal transport couplings (to pick noise and data pairs) should, in principle, be helpful to guide flow matching
🧵
Relying on optimal transport couplings (to pick noise and data pairs) should, in principle, be helpful to guide flow matching
🧵
October 3, 2025 at 8:50 PM
Our two phenomenal interns, Alireza Mousavi-Hosseini and Stephen Zhang @syz.bsky.social have been cooking some really cool work with Michal Klein and me over the summer.
Relying on optimal transport couplings (to pick noise and data pairs) should, in principle, be helpful to guide flow matching
🧵
Relying on optimal transport couplings (to pick noise and data pairs) should, in principle, be helpful to guide flow matching
🧵
Reposted by Adam Goliński
Hey Claude: "Please create the PowerPoint shared by the high powered management consultants hired by Hamlet after seeing his fathers ghost"
That was the only prompt that I used. Loved that Claude made this from the McKinsey Elsinore office (with the right colors!), also that SWOT analysis!
That was the only prompt that I used. Loved that Claude made this from the McKinsey Elsinore office (with the right colors!), also that SWOT analysis!
September 13, 2025 at 12:02 AM
Hey Claude: "Please create the PowerPoint shared by the high powered management consultants hired by Hamlet after seeing his fathers ghost"
That was the only prompt that I used. Loved that Claude made this from the McKinsey Elsinore office (with the right colors!), also that SWOT analysis!
That was the only prompt that I used. Loved that Claude made this from the McKinsey Elsinore office (with the right colors!), also that SWOT analysis!
Reposted by Adam Goliński
Natural idea. Looks like a nice paper too. arxiv.org/abs/2508.21184
BED-LLM: Intelligent Information Gathering with LLMs and Bayesian Experimental Design
We propose a general-purpose approach for improving the ability of Large Language Models (LLMs) to intelligently and adaptively gather information from a user or other external source using the framew...
arxiv.org
September 1, 2025 at 12:17 PM
Natural idea. Looks like a nice paper too. arxiv.org/abs/2508.21184
Reposted by Adam Goliński
Ideology and pure evilness aside, imagine having so incompetent (and dumb) boss. Failure not just of knowledge and ignorance/arrogance about the tech, but also "common sense" and probability/statistics/CS and information theory 101.
"Having multiple noisy signals is worse than having a single one"?🤡
"Having multiple noisy signals is worse than having a single one"?🤡
September 1, 2025 at 6:17 AM
Ideology and pure evilness aside, imagine having so incompetent (and dumb) boss. Failure not just of knowledge and ignorance/arrogance about the tech, but also "common sense" and probability/statistics/CS and information theory 101.
"Having multiple noisy signals is worse than having a single one"?🤡
"Having multiple noisy signals is worse than having a single one"?🤡
Reposted by Adam Goliński
Our @ourworldindata.org we visualise weekly updates of wildfire data from the Global Wildfire Information System.
Spain was having a pretty low/average year until the past few weeks when it went roaring past previous years.
You can track this data here:
ourworldindata.org/wildfires
Spain was having a pretty low/average year until the past few weeks when it went roaring past previous years.
You can track this data here:
ourworldindata.org/wildfires
August 22, 2025 at 11:31 AM
Our @ourworldindata.org we visualise weekly updates of wildfire data from the Global Wildfire Information System.
Spain was having a pretty low/average year until the past few weeks when it went roaring past previous years.
You can track this data here:
ourworldindata.org/wildfires
Spain was having a pretty low/average year until the past few weeks when it went roaring past previous years.
You can track this data here:
ourworldindata.org/wildfires
Reposted by Adam Goliński
Sounds like a trustworthy source 👀 @amnestyuk.bsky.social @theguardian.com
August 25, 2025 at 6:07 PM
Sounds like a trustworthy source 👀 @amnestyuk.bsky.social @theguardian.com
Reposted by Adam Goliński
boston champaign pittsburgh atlanta, and, uh, let’s count seattle
glad i did it, hope i don’t have to do it again
glad i did it, hope i don’t have to do it again
under golikehellism everyone will be required to live in at least three new cities where they know less than five people from the age of 20-40
August 7, 2025 at 4:12 AM
boston champaign pittsburgh atlanta, and, uh, let’s count seattle
glad i did it, hope i don’t have to do it again
glad i did it, hope i don’t have to do it again
Reposted by Adam Goliński
EurIPS is coming! 📣 Mark your calendar for Dec. 2-7, 2025 in Copenhagen 📅
EurIPS is a community-organized conference where you can present accepted NeurIPS 2025 papers, endorsed by @neuripsconf.bsky.social and @nordicair.bsky.social and is co-developed by @ellis.eu
eurips.cc
EurIPS is a community-organized conference where you can present accepted NeurIPS 2025 papers, endorsed by @neuripsconf.bsky.social and @nordicair.bsky.social and is co-developed by @ellis.eu
eurips.cc
July 16, 2025 at 10:01 PM
EurIPS is coming! 📣 Mark your calendar for Dec. 2-7, 2025 in Copenhagen 📅
EurIPS is a community-organized conference where you can present accepted NeurIPS 2025 papers, endorsed by @neuripsconf.bsky.social and @nordicair.bsky.social and is co-developed by @ellis.eu
eurips.cc
EurIPS is a community-organized conference where you can present accepted NeurIPS 2025 papers, endorsed by @neuripsconf.bsky.social and @nordicair.bsky.social and is co-developed by @ellis.eu
eurips.cc
Reposted by Adam Goliński
I'll present my view on the future of uncertainties in LLMs and vision models at @icmlconf.bsky.social, in penal discussions, posters, and workshops. Reach out if you wanna chat :)
Here's everything from me and other folks at Apple: machinelearning.apple.com/updates/appl...
Here's everything from me and other folks at Apple: machinelearning.apple.com/updates/appl...
July 13, 2025 at 11:47 PM
I'll present my view on the future of uncertainties in LLMs and vision models at @icmlconf.bsky.social, in penal discussions, posters, and workshops. Reach out if you wanna chat :)
Here's everything from me and other folks at Apple: machinelearning.apple.com/updates/appl...
Here's everything from me and other folks at Apple: machinelearning.apple.com/updates/appl...
Reposted by Adam Goliński
skipping my vacation because chatgpt can simply summarize everywhere I would have visited for me
July 6, 2025 at 11:34 PM
skipping my vacation because chatgpt can simply summarize everywhere I would have visited for me
Reposted by Adam Goliński
Can LLMs access and describe their own internal distributions? With my colleagues at Apple, I invite you to take a leap forward and make LLM uncertainty quantification what it can be.
📄 arxiv.org/abs/2505.20295
💻 github.com/apple/ml-sel...
🧵1/9
📄 arxiv.org/abs/2505.20295
💻 github.com/apple/ml-sel...
🧵1/9
July 3, 2025 at 9:08 AM
Can LLMs access and describe their own internal distributions? With my colleagues at Apple, I invite you to take a leap forward and make LLM uncertainty quantification what it can be.
📄 arxiv.org/abs/2505.20295
💻 github.com/apple/ml-sel...
🧵1/9
📄 arxiv.org/abs/2505.20295
💻 github.com/apple/ml-sel...
🧵1/9
Reposted by Adam Goliński
A pet peeve of mine:
Websites and apps that change language based on IP address, and do not allow to change back the language to English.
GoDaddy is a persistent example that drives me crazy.
Over the years I learned basic Dutch, but want to manage my DNS settings English...
Websites and apps that change language based on IP address, and do not allow to change back the language to English.
GoDaddy is a persistent example that drives me crazy.
Over the years I learned basic Dutch, but want to manage my DNS settings English...
June 18, 2025 at 3:22 PM
A pet peeve of mine:
Websites and apps that change language based on IP address, and do not allow to change back the language to English.
GoDaddy is a persistent example that drives me crazy.
Over the years I learned basic Dutch, but want to manage my DNS settings English...
Websites and apps that change language based on IP address, and do not allow to change back the language to English.
GoDaddy is a persistent example that drives me crazy.
Over the years I learned basic Dutch, but want to manage my DNS settings English...
Reposted by Adam Goliński
Lots of neat stuff in this paper showing 30% of US python commits use AI
As of the end of 2024: “the annual value of AI-assisted coding in the United States at $9.6−14.4 billion, rising to 64−96 billion if we assume higher estimates of productivity effects reported by randomized control trials”
As of the end of 2024: “the annual value of AI-assisted coding in the United States at $9.6−14.4 billion, rising to 64−96 billion if we assume higher estimates of productivity effects reported by randomized control trials”
June 12, 2025 at 5:00 PM
Lots of neat stuff in this paper showing 30% of US python commits use AI
As of the end of 2024: “the annual value of AI-assisted coding in the United States at $9.6−14.4 billion, rising to 64−96 billion if we assume higher estimates of productivity effects reported by randomized control trials”
As of the end of 2024: “the annual value of AI-assisted coding in the United States at $9.6−14.4 billion, rising to 64−96 billion if we assume higher estimates of productivity effects reported by randomized control trials”
Reposted by Adam Goliński
v1.1 of RLHF book just pushed with the promised expansion on RLVR / reasoning models.
* summary of the major reasoning model reports so far,
* common practices/tricks and who used them,
* related reasoning work before o1,
* async RL,
* other improvements.
rlhfbook dot com
* summary of the major reasoning model reports so far,
* common practices/tricks and who used them,
* related reasoning work before o1,
* async RL,
* other improvements.
rlhfbook dot com
June 11, 2025 at 3:21 PM
v1.1 of RLHF book just pushed with the promised expansion on RLVR / reasoning models.
* summary of the major reasoning model reports so far,
* common practices/tricks and who used them,
* related reasoning work before o1,
* async RL,
* other improvements.
rlhfbook dot com
* summary of the major reasoning model reports so far,
* common practices/tricks and who used them,
* related reasoning work before o1,
* async RL,
* other improvements.
rlhfbook dot com
Reposted by Adam Goliński
If you're finishing your camera-ready for ACL or ICML and want to cite co-first authors more fairly, I just made a simple fix to do this! Just add $^*$ to the authors' names in your bibtex, and the citations should change :)
github.com/tpimentelms/...
github.com/tpimentelms/...
May 29, 2025 at 8:53 AM
If you're finishing your camera-ready for ACL or ICML and want to cite co-first authors more fairly, I just made a simple fix to do this! Just add $^*$ to the authors' names in your bibtex, and the citations should change :)
github.com/tpimentelms/...
github.com/tpimentelms/...
Reposted by Adam Goliński
At the end of my PhD, I reflected on uncertainty quantification research, and what might change with chatbots and LLM agents. This was now accepted as position paper at @icmlconf.bsky.social. Some of those future topics are already picking up pace, so have an evening read ☕ arxiv.org/abs/2505.22655
May 29, 2025 at 7:30 AM
At the end of my PhD, I reflected on uncertainty quantification research, and what might change with chatbots and LLM agents. This was now accepted as position paper at @icmlconf.bsky.social. Some of those future topics are already picking up pace, so have an evening read ☕ arxiv.org/abs/2505.22655