2 papers
cs.LG2025
Latent Planning via Embedding Arithmetic: A Contrastive Approach to Strategic Reasoning
Andrew Hamara, Greg Hamerly, Pablo Rivas +1
Planning in high-dimensional decision spaces is increasingly being studied through the lens of learned representations. Rather than training policies or value heads, we investigate…
cs.CV2025
Learning to Plan via Supervised Contrastive Learning and Strategic Interpolation: A Chess Case Study
Andrew Hamara, Greg Hamerly, Pablo Rivas +1
Modern chess engines achieve superhuman performance through deep tree search and regressive evaluation, while human players rely on intuition to select candidate moves followed by…