Search Results for author:
Found 6 papers, 5 papers with code
JaxUED: A simple and useable UED library in Jax
We present JaxUED, an open-source library providing minimal dependency implementations of modern Unsupervised Environment Design (UED) algorithms in Jax.
Craftax: A Lightning-Fast Benchmark for Open-Ended Reinforcement Learning
Either they are too slow for meaningful research to be performed without enormous computational resources, like Crafter, NetHack and Minecraft, or they are not complex enough to pose a significant challenge, like Minigrid and Procgen.
Refining Minimax Regret for Unsupervised Environment Design
In this work, we introduce Bayesian level-perfect MMR (BLP), a refinement of the minimax regret objective that overcomes this limitation.
SEER: Super-Optimization Explorer for HLS using E-graph Rewriting with MLIR
We propose a super-optimization approach for HLS that automatically rewrites an arbitrary software program into efficient HLS code that can be used to generate an optimized hardware design.
Abstract Interpretation on E-Graphs
Recent e-graph applications have typically considered concrete semantics of expressions, where the notion of equivalence stems from concrete interpretation of expressions.
Attention-Based Clustering: Learning a Kernel from Context
In machine learning, no data point stands alone.
