technique

conjugate gradient

techniqueactiveprovisionalconjugate-gradient-e4959f15·1 events·first seen 15d ago

Aliases: conjugate gradient

Co-occurring entities

Iteris randomized coordinate descent QR factorization with column pivoting Simons Workshop on Computational Mathematics arXiv:2602.05394

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stochastic gradient ascent gradient accumulation Integrated Gradients Accelerated Decentralized Stochastic Gradient Descent for Strongly Convex Optimization Wasserstein Policy Gradient gradient compression gradient flow dynamics randomized coordinate descent policy gradient Policy Gradient Methods differentiable convex optimization gradient noise scale

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6arXiv · cs.LG·15d ago·source ↗

Iteris: Agentic Research Loops for Computational Mathematics

Iteris is an agentic AI research system designed to tackle open problems in computational mathematics, combining numerical experimentation, adversarial construction, and algorithm design within an automated loop. Applied to two open problems from a Simons Workshop collection, Iteris produced numerical evidence, constructions, and proof drafts that—after expert review—yielded verified results: a phase diagram comparing conjugate gradient vs. randomized coordinate descent, and a counterexample to QR factorization with column pivoting under low coherence. The paper argues that agentic AI can meaningfully participate in mathematical research workflows while human validation remains essential.

Frontier Model Releases Evaluation and Benchmarking Iteris randomized coordinate descent QR factorization with column pivoting +4 more