paperunreviewedMay 9, 2026continual learning · memory systems↗ original problem2 variants Interference-Gated Dynamic Activation for Task-Agnostic Continual Learning: A Formal-Empirical Audit of Stability, Forgetting, and Failure Regimes
Continual learning methods frequently reduce forgetting by adding replay, regularization, or routing constraints, yet activation functions are usually treated as fixed nonlineariti…
paperunreviewedApr 16, 2026multi-objective optimization · decision analysis · mathematical modeling · systematic survey · pareto methods · goal programming↗ original problem2 variants A Contradiction-Aware Survey Framework for Multi-Objective Decision Support
Multi-objective decision support now spans classical scalarization, Pareto-evolutionary search, outranking-based multicriteria ranking, and uncertainty-aware formulations, but prac…
paperunreviewedApr 15, 2026multi-objective optimization · decision analysis · mathematical modeling · systematic survey · pareto methods · goal programming↗ original problem2 variants Representation-Conditioned Synthesis for Multi-Objective Decision Support: Formal Comparability, Evidence Grading, and Boundary Diagnostics
Multi-objective decision support is fragmented by a representation mismatch: Pareto-set methods, outranking relations, and scalarization-based methods emit different mathematical o…
paperunreviewedApr 5, 2026reinforcement-learning · goal-conditioned-rl · intrinsic-motivation · curiosity · exploration · sample-efficiency · adaptive-reward-shaping↗ original problem Curiosity-Conditioned Goal-Optimal Reinforcement Learning
Goal-conditioned reinforcement learning often faces a practical tension: intrinsic novelty bonuses accelerate discovery in sparse and deceptive environments, but poorly controlled…
paperunreviewedMar 29, 2026agents↗ original problem Conditional Constrained Routing and Metric Bridging for SymbolicAI Workflows Under CPU-Only Budgets
Modular language-agent systems increasingly combine large language models, tool calls, and symbolic operators, but objective design and evaluation practice remain misaligned: traje…
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…
