{"total":16,"rows":[{"id":"2407.11511","title":"Multi-Step Reasoning with Large Language Models, a Survey","created":"2024-07-16","cited_by_count":143,"area":"lr"},{"id":"2506.09026","title":"e3: Learning to Explore Enables Extrapolation of Test-Time Compute for LLMs","created":"2025-06-10","cited_by_count":59,"area":"lr"},{"id":"2410.06238","title":"EVOLvE: Evaluating and Optimizing LLMs For In-Context Exploration","created":"2024-10-08","cited_by_count":34,"area":"lr"},{"id":"2408.14511","title":"Unveiling the Statistical Foundations of Chain-of-Thought Prompting Methods","created":"2024-08-25","cited_by_count":29,"area":"lr"},{"id":"2405.16376","title":"STRIDE: A Tool-Assisted LLM Agent Framework for Strategic and Interactive Decision-Making","created":"2024-05-25","cited_by_count":22,"area":"lr"},{"id":"2512.16848","title":"Meta-RL Induces Exploration in Language Agents","created":"2025-12-18","cited_by_count":21,"area":"lr"},{"id":"2501.18009","title":"Large Language Models Think Too Fast To Explore Effectively","created":"2025-01-29","cited_by_count":7,"area":"lr"},{"id":"2508.08641","title":"MiGrATe: Mixed-Policy GRPO for Adaptation at Test-Time","created":"2025-08-12","cited_by_count":7,"area":"lr"},{"id":"2504.02273","title":"Reasoning Under 1 Billion: Memory-Augmented Reinforcement Learning for Large Language Models","created":"2025-04-03","cited_by_count":6,"area":"lr"},{"id":"2605.11258","title":"Unlocking LLM Creativity in Science through Analogical Reasoning","created":"2026-05-11","cited_by_count":6,"area":"lr"},{"id":"2501.04341","title":"Understanding Before Reasoning: Enhancing Chain-of-Thought with Iterative Summarization Pre-Prompting","created":"2025-01-08","cited_by_count":4,"area":"lr"},{"id":"2508.03444","title":"An Auditable Agent Platform For Automated Molecular Optimisation","created":"2025-08-05","cited_by_count":2,"area":"lr"},{"id":"2601.13892","title":"Multi-Objective Hierarchical Optimization with Large Language Models","created":"2026-01-20","cited_by_count":1,"area":"lr"},{"id":"2504.09777","title":"Reasoning without Regret","created":"2025-04-14","cited_by_count":0,"area":"lr"},{"id":"2601.22397","title":"SAIR: Cost-Efficient Multi-Stage ML Pipeline Autoscaling via In-Context Reinforcement Learning","created":"2026-01-29","cited_by_count":0,"area":"lr"},{"id":"2606.11470","title":"The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes","created":"2026-06-09","cited_by_count":0,"area":"lr"}],"next_cursor":null}