HIQL is a very simple hierarchical RL method, whose high-level policy directly outputs states as actions. It achieves the SOTA performance on AntMaze-Large!

Come by our poster at the Frontiers4LCD workshop today (Fri 4pm-5pm @ Ballroom B)!
Project page: seohong.me/projects/hiql/

Happy to share our recent work on image editing through 'Latent Space Editing in Transformer-based Flow Matching'.

#ICML2023 , #Frontiers4LCD

Time: July 28th 2023. Welcome to take a look at our poster.

Paper:
openreview.net/pdf?id=Bi6E5rP…

Code:
github.com/dongzhuoyao/us…

If you are in Hawaii for #ICML2023 , visit our poster on 'LEAD: Min-Max optimization from a physical perspective' at the #Frontiers4LCD workshop at 4pm, Ballroom B.
If not, you can find the paper, blogpost, code and a short video here: reyhaneaskari.github.io/LEAD.html

Our #Frontiers4LCD workshop at #ICML will take place on Friday from 9am-5pm, in Ballroom B!

We have an exciting line of speakers from learning, optimal control/transport, RL, Neural PDE, waiting for you 🤯😉... so drop by!

🗓️ Schedule: frontiers4lcd.github.io/schedule/

Today, I had the great opportunity to present my research work at the Frontiers4LCD #ICML2023 workshop in Hawaii 🏄‍♂️🏝️ First time at a big conference !

If you're interested in exploration and policy gradients in RL, here's the link to the article: arxiv.org/abs/2305.06851

📣 Our #ICML2023 workshop on Learning, Control and Dynamical Systems are #calling for #papers !

🗓️ Submission Deadline: May 29, 2023
📝Author Guideline: frontiers4lcd.github.io/submissions/

Drop me messages or email [email protected] if you have any questions!

#Frontiers4LCD

Tutorial from Brandon Amos, 'On Optimal Control and Machine Learning'! 🤓

Happening right now in Ballroom B #Frontiers4LCD Workshop!

I'm in Hawaii for ICML! Let's meetup!
I will be at the Frontiers4LCD workshop and the WiML unworkshop. Details below:

Our workshop on 'New Frontiers in Learning, Control, and Dynamical Systems' will take place at #ICML2023 . Aim: to unravel mutual relationships across these disciplines and shed light on recent parallel developments!

Stay tuned for updates!
frontiers4lcd.github.io

Now that the NeurIPS deadline is over...
Remember that we are accepting submissions for our #Frontiers4LCD workshop at #ICML2023 🌴 (short 4 pages and long 8 pages)!
Instructions for the authors can be found here frontiers4lcd.github.io/submissions/
‼️Deadline: May 29, 2023‼️

📢 Improved sampling via learned diffusions 📢

Guan-Horng Liu will present our joint work with Lorenz Richter at the Frontiers4LCD #ICML2023 workshop today!

🔥New/improved sampling methods based on our unifying path-space perspective for sampling with time-reversed SDEs...🧵

Don’t miss the deadline for the New Frontiers in Learning, Control, and Dynamical Systems workshop at #ICML2023 in Hawaii 🏝️🏝️! We invite all submissions from Optimal Control/Transport, Diffusion models, Neural ODE/SDE/PDE!

Deadline: May 29th
Detail: frontiers4lcd.github.io/submissions

marco cuturi is giving the talk 'Imposing and Learning Structure in OT Displacement through Cost Engineering' at #Frontiers4LCD workshop!

If you missed his awesome tutorial with Charlotte Bunne on Monday, now there's another chance! 🙂

📍Ballroom B (4 floor)

I will be presenting our work on learned optimization with transformers at the #Frontiers4LCD workshop. Work done with wonderful collaborators Boris Knyazev Guillaume Lajoie Eugene Belilovsky

icml.cc/virtual/2023/2…

📢📢 Proudly announce a new #ICML2023 workshop on Learning, Control, & Dynamical Systems! Focus on neural dynamics (ODE/PDE/diffusion), Optimal Control/Transport & probabilistic inference

Checkout our fantastic speakers & panelists at frontiers4lcd.github.io 🥳 More info v soon!

✨Call for Papers✨

We are now accepting submissions for our #Frontiers4LCD workshop at #ICML2023 !

Guidelines for the authors can be found here frontiers4lcd.github.io/submissions/

Submission deadline: May 29, 2023

Some recent work on score matching will appear in the SPIGM (spigmworkshop.github.io) and Frontiers4LCD (frontiers4lcd.github.io) workshops, including an Oral for our work 'Provable benefits of score matching' at SPIGM:

What’s better than presenting ALOHA 🏖️ at ICML this year! Come to Frontiers4LCD workshop (Ballroom B) at 12pm and 4pm today!

We have 1 paper accepted for SynS & ML workshop and 2 papers accepted for Frontiers4LCD workshop at ICML. Sorry for my absence, but please come join my co-authors' poster presentations on July 28th

syns-ml.github.io/2023/contribut…
frontiers4lcd.github.io/accepted_paper/

📢Come check out our poster on “How can we design an algorithm to learn policies that can search through the state space efficiently?” tomorrow at the Frontiers4LCD workshop #ICML2023 .

Paper: arxiv.org/abs/2306.14808 with Lucas Lehnert, Irina Rish and Glen Berseth