@Sriraam_UTD Indeed! So true. To me this serves as a beacon of hope for science when a generation of misguided AI practitioners have started preaching that RL is just RLHF.
Our paper "COIN: Chance-Constrained Imitation Learning for Safe and Adaptive Resource Oversubscription under Uncertainty" accepted at @cikm2024. We address the problem of learning robust oversubscription policy in uncertain env.
#imitationlearning#RL#cloud_efficiency
Our novel frmwrk NASerEx published @ IEEE Big Data 2023 (MLBD) got featured at Microsoft Research Focus blog. It shows operational efficiency in online inference workloads by learning optimal early exit via NAS for smart #adaptive inference. Paper: https://t.co/27reCP29U4
#AI
In this issue of Research Focus: Optimized exit-augmented models for scalable efficient inference; NeurIPS LLM Efficiency Challenge; LLM-empowered automated data exploration; Boosting cloud efficiency with data-driven decision-making and optimization: https://t.co/XLiBCV8hYn
@adhidesign And consumers would end up using many of those apps at the same time ... because each will have some advantage over the other .. even though each one is as general as possible
And also because ... why the heck not 😄
@adhidesign Then you would again have a hundred diff. apps by different companies .. giving u different offerings of this general purpose agent ... having minor variances from each other ... each claiming maximum generality.
🤷
** Updated deadline: September 18, 2023 AOE **
Submission deadline extended for #codscomad2024 (Demo Track only) over the weekend to allow 4 some last-min requests. We suggest you make at least a placeholder submission today, so that we have an idea of the number of submissions.
**Only 2 WEEKS till deadline!**
@codscomad '24 DEMO track.
Deadline = Sep 15, '23
Pull up ur socks, polish ur draft, add final touches to ur softwr artifacts & make sure not to miss deadline.
4 more info, refer to CFP or get in touch w/ Harshad & me.
https://t.co/jh8mmWFkUH
**Only 2 WEEKS till deadline!**
@codscomad '24 DEMO track.
Deadline = Sep 15, '23
Pull up ur socks, polish ur draft, add final touches to ur softwr artifacts & make sure not to miss deadline.
4 more info, refer to CFP or get in touch w/ Harshad & me.
https://t.co/jh8mmWFkUH
@WilliamWangNLP 🤣🤣
From us, thanks to Reviewer 4, for reminding us current conference X is too cool for the work we did and may be we should submit in conferences of Type Y... where people do a lot of "studies" ...
while referring to set of works many of which were published in X.
Inviting proposals for Data Challenge proposals to be held as part of the annual CODS-COMAD'24 conference. Individuals or industry/academic groups can submit to submit their proposals. The challenge is anticipated to last for three months.
@Sriraam_UTD
Please start planning your demo submissions, if not done already.
For any more information visit the @codscomad website or get in touch with Harshad and me.
Demo track @ #CODSCOMAD2024 invites submissions from the academia & industry where a live or pre-recorded demo of the proposed software system, prototype, conceptual design or library adds significant value to the dissemination potential of the work.
@mayukhdastweet@Sriraam_UTD
In currnt AI lndscpe, enjoy this masterpc by Sting, "Shape of my heart" - my peers & mentors, who appreciate probabilistic models,
We deal "the cards to find the answr",
Love "the sacred geometry of chance",
Seek "the hidden law of a probable outcome"
https://t.co/adCctsPJSS