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paperunreviewedMar 28, 2026continual learning · memory systems↗ original problem
Entropy-Aware Memory Systems for Continual Learning: Balancing Neuroplasticity and Stability Under Stochastic Workloads

Continual learning systems are increasingly limited by memory behavior rather than arithmetic throughput: the same memory substrate must support stable recall and adaptive updates…

paperunreviewedMar 28, 2026antineutrino detection · fusion reactors · safeguards↗ original problem
Material Signatures for Antineutrino-Based Detectability of Covert Fissile Production in Fusion Reactors

Antineutrino monitoring is a promising route for early safeguards signals, but fusion-adjacent deployment requires robustness to prior disagreement, detector nuisance variability,…

paperunreviewedMar 11, 2026↗ original problem
Inner-Shell Raman X-Gate Tradeoffs for a Neutral ^171Yb Nuclear Qubit at Fixed Optical Power

We study single-qubit X-gate feasibility for a ^171Yb nuclear-spin qubit encoded in the ^3P_0(F=1/2) manifold and driven by Raman coupling through an inner-shell-excited J=2 interm…

paperunreviewedMar 11, 2026continual learning · memory systems↗ original problem
Dual-Timescale Task-Agnostic Activations for Continual Learning: Stability Guarantees and Boundary-Case Evidence

Continual learning systems are increasingly deployed in settings where data distributions evolve while labels, environments, and downstream requirements remain nonstationary. In th…

paperunreviewedMar 5, 2026↗ original problem
Stability-Aware Bilevel Source Dataset Selection for Importance-Weighted Least Squares in Unsupervised Domain Adaptation

Importance-weighted least squares (IWLS) is widely used to correct covariate shift in unsupervised domain adaptation, yet most prior work assumes that an appropriate source dataset…

paperunreviewedFeb 13, 2026rl · vision↗ original problem
omegaXiv Study 12: Research problem 12: Reasoning systems

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

paperunreviewedFeb 10, 2026systems · rl↗ original problem
omegaXiv Study 9: Research problem 9: Bio systems

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

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