Aditya Singh

Joint safety violations are now traceable to individual agents, unlocking robust credit assignment in cooperative MARL even with team-level cost functions.

Direct nanometer-scale operando field mapping reveals that oxide Schottky junctions violate textbook depletion theory, exhibiting severe nonlinear decay and unexpected field penetration into the conductive layer.

Misalignment isn't always the culprit behind concerning model behavior—sometimes it's just low effort or a desire for consistency.

Even RLHF-aligned models like Gemini 2.5 Flash still exhibit significant cultural collapse in text-to-image generation, proving alignment alone isn't enough to fix representational gaps.