Can AI automate AI R&D yet?
Existing evidence shows that AI can perform software engineering tasks relevant to AI research, dataset creation, open-ended optimization of defined metrics (autoresearch), and more.
Proof1 independent outlet
Key points
- Leading AI companies say they are building automated AI researchers.
- We present early results from InnovationEval, an evaluation that measures AI’s ability to independently discover novel machine learning techniques comparable to those developed by human researchers.
- For this iteration, the comparison innovation was Self-Distillation Policy Optimization (SDPO), a training technique where the AI teaches itself based on its previous mistakes.
- As of right now, AI is far from automating AI R&D.
Sources (1)
- [1]Can AI automate AI R&D yet?Epoch AI: Gradient Updates · Oct 9, 06:41 PM
Existing evidence shows that AI can perform software engineering tasks relevant to AI research, dataset creation, open-ended optimization of defined metrics (autoresearch), and more.
Leading AI companies say they are building automated AI researchers.
Extractive summary: sentences quoted from the sources.
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