Papers Discussed ∇-Reasoner: LLM Reasoning via Test-Time Gradient Descent in Latent Space Rollout Roulette: A Probabilistic Inference Approach to Inference-Time Scaling of LLMs using Particle-Based Monte Carlo Methods Dynamic Cheatsheet: Test-Time Learning with Adaptive Memory