thomas

QDC: Quantum Diffusion Convolution Kernels on Graphs. arxiv.org/abs/2307.11234

Causally-guided Regularization of Graph Attention Improves Generalizability Alexander P Wu, Thomas Markovich, Bonnie Berger, Nils Yannick Hammerla, Rohit Singh. Action editor: Pin-Yu Chen. openreview.net/forum?id=iDNMZ… #attention #attentions #node

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@sarthak_ml @DrBPChamberlain @SergeyShir994 @emaros96 @ffabffrasca @nhammerla @mmbronstein @hansmire That’s a nuanced question. The benchmarks give us links to test so the issue is never faced. In industrial systems, we do recsys in two phases — candidate generation and ranking. Information retrieval lit might be useful here as a starting point

@DrBPChamberlain @SergeyShir994 @emaros96 @ffabffrasca @thomasmarkovich @nhammerla @mmbronstein @hansmire Specifically, I'm trying to win this Kaggle competition kaggle.com/competitions/o… I thought I might win by using deep learning where everyone else is using heuristics, but somehow a 500M parameter transformer model performs worse than matrix factorization 😅.

1/4 Today we released two new link prediction models developed over the past 12m. We solve many problems that prevent GNNs succeeding at link prediction by adding a message passing mechanism that uses sketches of subgraphs. arxiv.org/abs/2209.15486

We’re excited to announce our $11M Series A with @UnderscoreVC @Accomplices @BostonSeed @ImaginationVC @p11 and our amazing partner @Vanguard_Group! prnewswire.com/news-releases/…

@InitiativeQ is a new currency built by ex-PayPal guys, currently given for free. If Q becomes a leading payment network, economic models estimate the reward would be around $19,000. Just need name and email and your spot is reserved. By invite only: initiativeq.com/invite/HUnPBld…

@Steve_Dangle Are you going to game 7? Meetup?

Knowledge Graphs for Enhanced Machine Reasoning at Forge.AI by @thomasmarkovich @Forge_AI/knowledge-graphs-for-enhanced-machine-reasoning-at-forge-ai-ef1ffa03af3d" target="_blank" rel="nofollow noopener">medium.com/@Forge_AI/know… #NLU #NLP #AI #ML #Reasoning

@GaryHuber17 Happy to offer temporary housing for one family in our spare room. DM for more information

Forge's @thomasmarkovich will be discussing "How are startups using machine learning?" at @codehbs @HarvardHBS on 3/3 with @IBMResearch @googlecloud @amazon #AI #ML #NLP

2 UH students win highly prestigious Goldwater Scholar Award--Nicholas Eastham (Chemistry) and Thomas Markovich (Pysics)...congrats!