Baller2vec Alternatives

baller2vec reviews and mentions

• DeepVoxels: Learning Persistent 3D Feature Embeddings
  3 projects | /r/LearningMachines | 27 Jul 2023

  This paper is near and dear to my heart because I saw the presentation at the first and only machine learning conference I've ever attended (thanks a lot, ICML, NeurIPS (x2), and ICLR!). It's a neural rendering approach that precedes NeRF, but you can see some similarities (even more so in the follow-up paper about "Scene Representation Networks"). Sitzmann and co-authors also published a paper about using sinusoidal activations in implicit representation models at NeurIPS 2020, the same conference where the "Fourier Features" paper (which has many of the same authors as the NeRF paper) was also presented. It's always interesting to me to see how ideas in science often pop-up at the same time from different researchers (e.g., attention).

• [R] Grouping NBA players into archetypes
  1 project | /r/MachineLearning | 7 Jul 2023

  You might be interested in my baller2vec work. It's not exactly what you want because I wasn't using statistics, but the model learned pretty interesting player embeddings simply by predicting the trajectory of the ball in each frame given the players' and ball's past trajectories (essentially, it's an LBM—a large basketball model—instead of an LLM).

• [D] The reviews and my rebuttals for my rejected ICML and NeurIPS submissions
  2 projects | /r/MachineLearning | 6 Dec 2021

  To increase transparency about the review process, and in the hopes that it might help others shape their papers/rebuttals, I'm sharing the reviews and my rebuttals for my ICML submission of baller2vec, my NeurIPS submission of baller2vec, and my NeurIPS submission of baller2vec++, each of which was rejected.

• [R] baller2vec: A Multi-Entity Transformer For Multi-Agent Spatiotemporal Modeling
  1 project | /r/MachineLearning | 8 Feb 2021

  Code for the project can be found here.

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