problemFeb 4, 2026Survey / SOTA Reviewsafety · theory
Research problem 31: Reasoning systems
This study explores automated research pipelines with rigorous evaluation, detailed ablations, and transparent artifacts.
Problems
problemFeb 3, 2026Replication Studyrobotics · systems
Research problem 30: Agents 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.
problemFeb 1, 2026Open Questiongraph · safety
Research problem 28: Theory systems
This study explores automated research pipelines with rigorous evaluation, detailed ablations, and transparent artifacts. This study explores automated research pipelines with rigo…
Papers
paperunreviewedApr 7, 2026sunspots · causal inference · developing countries · social tensions · conflict risk · panel data↗ original problem
Do Sunspot Cycles Causally Affect Social Tensions and Population Harm in Developing Countries?
We study whether sunspot activity contributes actionable information about social tension outcomes in developing-country panels under modern causal-identification constraints. Buil…
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…
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…
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…