Combining Induction and Transduction for Abstract Reasoning · HackerPapers discussions

Combining Induction and Transduction for Abstract Reasoning — mentioned by fritzo

Fri, 04 Apr 2025 23:31:56 GMT

ARC 2 is brand new, but neurosymbolic approaches have performed well on the original ARC, e.g. https://arxiv.org/abs/2411.02272

Paper and discussion history. A mention is not an endorsement.

Combining Induction and Transduction for Abstract Reasoning — mentioned by trott

Mon, 20 Jan 2025 15:25:32 GMT

This is the paper: https://arxiv.org/abs/2411.02272 They won the 1st paper award: https://arcprize.org/2024-results In their approach, the LLM generates inputs (images to be transformed) and solutions (Python programs that do the image transformations). The output images are created by applying the programs to the inputs. So there's a constraint on the synthetic data here that keeps it honest -- the Python interpreter.

Paper and discussion history. A mention is not an endorsement.

Combining Induction and Transduction for Abstract Reasoning — HN submission

Mon, 11 Nov 2024 10:58:53 GMT

Combining Induction and Transduction for Abstract Reasoning

2 points; 0 discussion replies on HN. Paper and source history. A submission is not an endorsement.