AINewsnow

Your GNN is probably just an overcomplicated MLP (Tabular Leakage). We built SynthFin-AML to enforce strict causal boundaries. [P]

This story is from 2026-08-31. It is preserved in the archive; the latest stories are on the live feed.

We noticed our anti-money laundering models were performing suspiciously well. After digging into standard baselines on dynamic graphs, we found widespread temporal leakage in message-passing. If you train a GNN on a static snapshot of a dynamic graph, your model is likely cheating by seeing future…

Read the full story at r/MachineLearning ↗

Timeline · 1 report

  1. 2026-08-31 16:21 · r/MachineLearning
    Your GNN is probably just an overcomplicated MLP (Tabular Leakage). We built SynthFin-AML to enforce strict causal boundaries. [P]

More stories

  1. Gemini Hacked Three Companies in First Known Breakout by Google’s AI — Wall Street Journal Technology
  2. Introducing Kimi K3 on Amazon Bedrock — AWS Machine Learning Blog
  3. Introducing Amazon SageMaker HyperPod Inference Gateway — AWS Machine Learning Blog
  4. Anthropic, OpenAI, SpaceXAI, Google sued over call to ‘pace’ AI development — Politico Technology
  5. NVIDIA CEO Jensen Huang rejects ‘AI will end the world’ claim, yet cautions ‘we should go as fast as we can but...’ — Mint AI
  6. AI skills — r/AI_Agents
  7. AI hallucination of Chinese nuclear components almost led to US military attack — Ars Technica AI
  8. The new AgentCore runtime: Elastic, optimized, and consistently fast starts — AWS Machine Learning Blog

Get the daily brief of stories like this at 6:30 every morning →