🔥The 9th Round of Easy Loan, Earn $40 Reward is in progress❗️ ⏰ Promotion Period: January 15th - Feburary 15th, 2025 👉 Register now and check more details at gate.io/campaigns/358

Looking for some good math book to read over the summer. 1) It should be less abstract, more applied 2) Preferred topics of study: Functional analysis, Calculus of Variations, Differential Geometry, Differential Equations Suggestions welcome.

Excited for Umang Gupta’s IJCAIconf AI for Social Good Workshop presentation “Controllable Guarantees for Fair Outcomes via Contrastive Information Estimation” on Jan. 8th @ 2 am PST. More details: bit.ly/2Wv1XrS USC Viterbi School Bistra Dilkina

Fairly Accurate Machine Learning youtube.com/watch?v=f_paYi… apparenthorizons.com/2021/01/12/fai…

Check out USC Thomas Lord Department of Computer Science Intercollegiate Studies Institute Ph.D. student Umang Gupta Umang Gupta’s poster on “Controllable Guarantees for Fair Outcomes via Contrastive Information Estimation” at #aaai2021 on Thurs, Feb 4, 4:45-6:30 PM PST & Fri, Feb 5, 12:45-2:30 AM PST (virtual.2021.aaai.org/paper_AAAI-847…)

Find out more about USC Thomas Lord Department of Computer Science research at #AAAI21! Members of the #USC community present 24 papers in the main track at this year's virtual event. viterbischool.usc.edu/news/2021/02/u… Bistra Dilkina Aida Rahmattalabi, PhD Umang Gupta Nora Ayanian USC ISI USC Viterbi School #AI AAAI

Excited for trustnlp AT NAACL 2022 in📍Seattle, USA! 📅 Workshop Date: July 14 2022 📅 Submission deadline: April 8 2022 This will be a hybrid conference. You can attend physically or from home. More details: TrustNLP (trustnlpworkshop.github.io) #NLProc #NAACL2022 #TrustNLP

Presenting this work (virtually) in about an hour at ACL. Come to the VPS4 session at 11 am PST.

I will be presenting our work “Attributing Fair Decisions with Attention Interventions” with Umang Gupta Fred Morstatter Greg Ver Steeg Aram Galstyan today trustnlp workshop #NAACL2022 📝 (paper): arxiv.org/pdf/2109.03952… ⏰ (time): 14:42 PT

Recommender systems in 2022 be like... reminds me of "JavaScript is Java" jokes

SHOWCAIS TOMORROW, APRIL 14TH: CAIS Symposium from 9:30 am to 4 pm! Angela Zhou leslie 𝐩𝐚𝐮𝐥 Nathan Justin Leticia @lindsyoung123 Allen Chang Maryann James Hale Siddartha Devic @rebeccadorn_ Umang Gupta JordyCoutin Casandra Rusti Sina Baharlouei

Mitigating Gender Bias in Distilled Language Models via Counterfactual Role Reversal Paper: aclanthology.org/2022.findings-… TLDR: using counterfactuals and augmenting probs of generated text during knowledge distillation reduces bias! 🧵⬇️ Day 1 of #20daysofresponsibleAI #NLP #bias

#AI in Nature magazine: this week's issue features our AI/Machine Learning Consortium, creating AI methods for Alzheimer's disease nature.com/articles/d4158… Thanks Max Kozlov 🇺🇦 for a great article + 1000000 congrats to Degui Zhi Feixiong Cheng Andrew Saykin Christos Davatzikos Li Shen

(1/n) Offensive content on social media can cause traumatic experience 😢😭 How do we leverage these resources to build a robust classifier? Our paper Define Your Terms: Enhancing Efficient Offensive Speech Classification with Definition studies this. arxiv.org/abs/2402.03221

rdcu.be/dDm5k Nice work on latent space learning with biomedical data by amazing PhD student Myrl Marmarelis, who is working at the intersection of causality and machine learning. He's defending soon, so you should move fast if you want to lure him somewhere!

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I'm attending New Student Welcome Celebration at USC #constantcontact

Any suggestions for note taking app --- with markdown + math ?

Dual memory arch inspired by human brain to learn sequentially incoming tasks - Deep Generative Dual Memory network arxiv.org/abs/1710.10368

#iclr2018 Here is the distribution of average ratings of papers in ICLR 2018. More information can be found at liyaguang.github.io/iclr2018-stats

Errors while dynamic imports using importlib in python3 stackoverflow.com/q/50283953/323…