Graph Attention Retrospective. Kimon Fountoulakis, Amit Levi, Shenghao Yang, Aseem Baranwal, and Aukosh Jagannath. Best Paper Award.

The CLRS Algorithmic Reasoning Benchmark. Petar Veličković, Adrià Puigdomènech Badia, David Budden, Razvan Pascanu, Andrea Banino, Misha Dashevskiy, Raia Hadsell, and Charles Blundell.

Dual Conservative Policy Update for Efficient Model-Based Reinforcement Learning. Shenao Zhang.

K-level SLOPE: Simplified and Adaptive Variable Selection for Optimization of Estimation Risk. Zhiqi Bu, and Rachel Wu.

Learning heuristics for A*. Danilo Numeroso, Davide Bacciu, and Petar Veličković.

Meta Mirror Descent: Optimiser Learning for Fast Convergence. Boyan Gao, Henry Gouk, Hae Beom Lee, and Timothy Hospedales. Best Paper Finalist.

Graph Neural Networks are Dynamic Programmers. Andrew Dudzik, and Petar Veličković.

Continuous Neural Algorithmic Planners. Yu He, Petar Veličković, Pietro Lió, and Andrea Deac. Best Paper Finalist.