ΑΙhub.org
Looking ahead to #ICML2022
The 39th International Conference on Machine Learning (ICML 2022) will take place next week in Baltimore. Below, we summarise the invited talks, tutorials, workshops, and affinity events.
Invited talks
The conference will feature four invited speakers:
- Weinan E, Towards a mathematical theory of machine learning
- Regina Barzilay, Solving the right problems: making ML models relevant to healthcare and the life sciences
- Guido Imbens, Title to be confirmed
- Aviv Regev, Design for inference in drug discovery and development
Tutorials
The tutorials will take place on Monday 18 July.
- Quantitative Reasoning About Data Privacy in Machine Learning
- Validity, Reliability, and Significance: A Tutorial on Statistical Methods for Reproducible Machine Learning
- Causality and Deep Learning: Synergies, Challenges and the Future
- Bridging Learning and Decision Making
- Climate Change and Machine Learning: Opportunities, Challenges, and Considerations
- Learning for Interactive Agents
- Welcome to the “Big Model” Era: Techniques and Systems to Train and Serve Bigger Models
- Sampling as First-Order Optimization over a space of probability measures
- Causal Fairness Analysis
Workshops
The workshops will take place on Friday 23 and Saturday 24 July.
- Decision Awareness in Reinforcement Learning
- The 1st Workshop on Healthcare AI and COVID-19
- Machine Learning for Audio Synthesis
- Adaptive Experimental Design and Active Learning in the Real World
- ICML 2022 Workshop on Computational Biology
- Topology, Algebra, and Geometry in Machine Learning (TAG-ML)
- DataPerf: Benchmarking Data for Data-Centric AI
- Workshop on Formal Verification of Machine Learning
- ICML workshop on Machine Learning for Cybersecurity (ICML-ML4Cyber)
- Spurious correlations, Invariance, and Stability (SCIS)
- Knowledge Retrieval and Language Models
- Beyond Bayes: Paths Towards Universal Reasoning Systems
- Machine Learning for Astrophysics
- 1st ICML 2022 Workshop on Safe Learning for Autonomous Driving (SL4AD)
- New Frontiers in Adversarial Machine Learning
- Workshop on Machine Learning in Computational Design
- Shift happens: Crowdsourcing metrics and test datasets beyond ImageNet
- Dynamic Neural Networks
- Theory and Practice of Differential Privacy
- Updatable Machine Learning
- AI for Science
- Responsible Decision Making in Dynamic Environments
- Hardware-aware efficient training (HAET)
- The First Workshop on Pre-training: Perspectives, Pitfalls, and Paths Forward
- AI for Agent-Based Modelling (AI4ABM)
- Complex feedback in online learning
- Workshop on Human-Machine Collaboration and Teaming
- The ICML Expressive Vocalizations (ExVo) Workshop and Competition 2022
- Disinformation Countermeasures and Machine Learning (DisCoML)
- Principles of Distribution Shift (PODS)
- Continuous Time Perspectives in Machine Learning
- 2nd Workshop on Interpretable Machine Learning in Healthcare (IMLH)
- Workshop on Distribution-Free Uncertainty Quantification
Affinity workshops
There will be four affinity workshops this year.
- LatinX in AI (LXAI) Research at ICML 2022
- 3rd Women in Machine Learning Un-Workshop
- New in ML workshop
- Queer in AI workshop & Queer in AI
tags: ICML, ICML2022
Lucy Smith
is Senior Managing Editor for AIhub.
Lucy Smith
is Senior Managing Editor for AIhub.
AIhub is supported by:
Related posts :
Visualising the digital transformation of work
Digit (ESRC Digital Futures at Work Research Centre), Gemma Smith and Jacqueline O’Reilly
23 Jul 2025
Does it matter that the existing images of AI and digital technologies are so unrealistic?
#ICML2025 social media round-up part 2
AIhub
22 Jul 2025
Find out what participants got up to during the second half of the conference.
#RoboCup2025: social media round-up 1
Lucy Smith
21 Jul 2025
Find out what participants got up to during the opening days of RoboCup2025 in Salvador, Brazil.
A behaviour monitoring dataset of wild mammals in the Swiss Alps
EPFL
17 Jul 2025
Scientists at EPFL have created MammAlps, a multi-view, multi-modal video dataset that captures how wild mammals behave in the Swiss Alps.
#ICML2025 social media round-up 1
Lucy Smith
16 Jul 2025
Find out what participants have been getting up to during the first couple of days of the conference.
Congratulations to the #ICML2025 award winners!
Lucy Smith
16 Jul 2025
Find out which articles have won the outstanding paper, outstanding position paper, and the test-of-time awards.
Tackling the 3D Simulation League: an interview with Klaus Dorer and Stefan Glaser
Lucy Smith
15 Jul 2025
With RoboCup2025 starting today, we found out more about the 3D simulation league, and the new simulator they have in the works.