Thread by @UCL_DARK

Members of @UCL_DARK are excited to present 8 conference papers at #NeurIPS2022.

Here is the full schedule of all @UCL_DARK's activities (see bit.ly/DARK-NeurIPS-2… for all links).

We look forward to seeing you New Orleans! 🇺🇸

Check out the 🧵 on individual papers below 👇

Improving Intrinsic Exploration with Language Abstractions

Paper: arxiv.org/abs/2202.08938
Link: nips.cc/virtual/2022/p…
Thread:

https://twitter.com/jayelmnop/status/1496515121400922113

- @jayelmnop @hllo_wrld @robertarail @MinqiJiang @noah Noah Goodman @_rockt @egrefen

GriddlyJS: A Web IDE for Reinforcement Learning

Paper: arxiv.org/abs/2207.06105
Link: nips.cc/virtual/2022/p…
Thread:

https://twitter.com/Bam4d/status/1581989532773552132

- @Bam4d @MinqiJiang @samveIyan @_rockt

Exploration via Elliptical Episodic Bonuses

Paper: arxiv.org/abs/2210.05805
Link: nips.cc/virtual/2022/p…
Thread:

https://twitter.com/HenaffMikael/status/1582418584982024199

- @HenaffMikael @robertarail @MinqiJiang @_rockt

Improving Policy Learning via Language Dynamics Distillation

Paper: arxiv.org/abs/2210.00066
Link: nips.cc/virtual/2022/p…
Thread:

https://twitter.com/hllo_wrld/status/1580342726041616385

- @hllo_wrld @jayelmnop @LukeZettlemoyer @egrefen @_rockt

Grounding Aleatoric Uncertainty for Unsupervised Environment Design

Paper: arxiv.org/abs/2207.05219
Link: nips.cc/virtual/2022/p…
Thread:

https://twitter.com/MinqiJiang/status/1590016861378588672

- @MinqiJiang @MichaelD1729 @jparkerholder @_andreilupu @HeinrichKuttler @egrefen @_rockt @j_foerst

ReFactor GNNs: Revisiting Factorisation-based Models from a Message-Passing Perspective

Paper: arxiv.org/abs/2207.09980
Link: nips.cc/virtual/2022/p…

- @yihong_thu Pushkar Mishra Luca Franceschi @PMinervini Pontus Stenetorp @riedelcastro

Learning General World Models in a Handful of Reward-Free Deployments

Paper: arxiv.org/abs/2210.12719
Link: nips.cc/virtual/2022/p…
Thread:

https://twitter.com/YingchenX/status/1584896759217917956

- @YingchenX @jparkerholder @aldopacchiano @philipjohnball @_oleh Stephen Roberts @_rockt @egrefen

Dungeons and Data: A Large-Scale NetHack Dataset

Paper: arxiv.org/abs/2211.00539
Link: nips.cc/virtual/2022/p…

- @erichammy @robertarail @DanielleRotherm Vegard Mella @_rockt @HeinrichKuttler @NailaMurray