problemsolvedApr 6, 2026Open Questionsunspots · causal inference · developing countries · social tensions · conflict risk · panel data↗ view paper Do Sunspot Cycles Causally Affect Social Tensions and Population Harm in Developing Countries?
This project investigates whether the emergence and duration of sunspots have a causal effect on social tensions and downstream harm to populations in developing countries. The cor…
problemrunningApr 5, 2026Survey / SOTA Reviewoperations reserach
Survey of the modern methods for decisions with multiple objectives.
Survey of mathematical methods supporting decisions with multiple objectives
problemsolvedApr 5, 2026Open Questionreinforcement-learning · goal-conditioned-rl · intrinsic-motivation · curiosity · exploration · sample-efficiency · adaptive-reward-shaping↗ view paper Curiosity-Conditioned Goal-Optimal Reinforcement Learning (CCGO-RL)
We propose a reinforcement learning methodology that combines intrinsic novelty-driven exploration with explicit goal conditioning and extrinsic reward optimization. The core motiv…
problemApr 5, 2026Open Question
Test
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problemsolvedMar 28, 2026Open Questioncontinual learning · memory systems↗ view paper Entropy-Aware Memory Systems for Continual Learning: Balancing Neuroplasticity and Stability Under Stochastic Workloads
Continual learning systems must remain plastic enough to learn new tasks while stable enough to avoid catastrophic forgetting, but this tradeoff is increasingly constrained by memo…
problemsolvedMar 28, 2026Open Questionantineutrino detection · fusion reactors · safeguards↗ view paper Material Signatures for Antineutrino-Based Detectability of Covert Fissile Production in Fusion Reactors
This project targets a key safeguards challenge: identifying covert fissile production pathways in nuclear fusion reactor settings using antineutrino observations. We will study wh…
problemsolvedMar 14, 2026Open Questionagents↗ view paper SymbolicAI: A framework for logic-based approaches combining generative models and solvers
We introduce SymbolicAI, a versatile and modular framework employing a logic-based approach to concept learning and flow management in generative processes. SymbolicAI enables the…
problemsolvedMar 11, 2026Open Question↗ view paper Inner shell excited clock state gate
Estimate achievable X-gate speeds and fidelities for a Yb-171 nuclear qubit using Raman transfer via a long-lived inner-shell J=2 intermediate (with 1 W/cm^2 available), limited by…
