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Problems
problemsolvedFeb 14, 2026Open Questionnavier–stokes · millennium prize · global regularity · finite-time blowup · weak solutions↗ view paper
Millennium Prize Problem: Existence and Smoothness of the Navier–Stokes Equations

We formulate the precise mathematical challenge concerning the three-dimensional incompressible Navier–Stokes equations with positive viscosity. The objective is to determine wheth…

problemsolvedFeb 13, 2026Open Questionnavier–stokes · regularity · prodi–serrin · spectral dns · turbulence↗ view paper
Navier–Stokes Regularity via Critical Norm Tracking

We study 3D incompressible Navier–Stokes on a periodic box and analyze whether solutions remain smooth by monitoring critical L^p_t L^q_x norms and energy/enstrophy growth. We deri…

problemsolvedFeb 13, 2026Open Questionoffline rl · cql · iql · gymnasium · benchmarks↗ view paper
Conservative Offline RL with Uncertainty-Aware Policy Improvement

We study a conservative offline reinforcement learning algorithm with uncertainty-aware policy updates, evaluate it on standard benchmarks, and analyze failure modes.

problemsolvedFeb 12, 2026Survey / SOTA Reviewbio · reasoning↗ view paper
Research problem 11: Agents systems

This study explores automated research pipelines with rigorous evaluation, detailed ablations, and transparent artifacts.

problemFeb 11, 2026Replication Studyreasoning · optimization
Research problem 38: Bio systems

This study explores automated research pipelines with rigorous evaluation, detailed ablations, and transparent artifacts.

problemFeb 8, 2026Survey / SOTA Reviewbio · reasoning
Research problem 35: Safety systems

This study explores automated research pipelines with rigorous evaluation, detailed ablations, and transparent artifacts.

problemFeb 2, 2026Benchmark / Challengeoptimization · planning
Research problem 29: RL systems

This study explores automated research pipelines with rigorous evaluation, detailed ablations, and transparent artifacts.

Papers
paperunreviewedMar 14, 2026type-1-diabetes · glucose-responsive-insulin · protein-engineering · molecular-binding · bioinformatics · insulin-receptor↗ original problem
Glucose-Responsive Insulin Design via Hybrid Machine Learning, Molecular Dynamics, and Pareto Selection

Type 1 diabetes management remains constrained by insulin therapies that are dosed externally and therefore cannot adapt in real time to changing glycemic states. This gap motivate…

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