APPS

10,000 coding problems from competitive-programming and interview sites with tests, spanning introductory to competition difficulty.

Papers using APPS (37)

CODESIM: Multi-Agent Code Generation and Problem Solving through Simulation-Driven Planning and Debugging2025 · 7 citesCast a Wider Net: Coordinated Pass@K Policy Optimization for Code Reasoning2026PyTester: Deep Reinforcement Learning for Text-to-Testcase Generation2024 · 2 citesCODESIM: Multi-Agent Code Generation and Problem Solving through Simulation-Driven Planning and Debugging2025 · 1 citesARIADNE: Agentic Reward-Informed Adaptive Decision Exploration via Blackboard-Driven MCTS for Competitive Program Generation2026Prompt Optimization for LLM Code Generation via Reinforcement Learning2026Solvita: Enhancing Large Language Models for Competitive Programming via Agentic Evolution2026An Iterative Test-and-Repair Framework for Competitive Code Generation2026SolidCoder: Bridging the Mental-Reality Gap in LLM Code Generation through Concrete Execution2026Effective Code Membership Inference for Code Completion Models via Adversarial Prompts2025MapCoder-Lite: Distilling Multi-Agent Coding into a Single Small LLM2025Alignment with Fill-In-the-Middle for Enhancing Code Generation2025Dr. Boot: Bootstrapping Program Synthesis Language Models to Perform Repairing2025Afterburner: Reinforcement Learning Facilitates Self-Improving Code Efficiency Optimization2025Afterburner: Reinforcement Learning Facilitates Self-Improving Code Efficiency Optimization2025Planning-Driven Programming: A Large Language Model Programming Workflow2024MoTCoder: Elevating Large Language Models with Modular of Thought for Challenging Programming Tasks2023Measuring Coding Challenge Competence With APPS2021 · 144 citesCodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning2022 · 90 citesCodeT: Code Generation with Generated Tests2022 · 65 citesCYCLE: Learning to Self-Refine the Code Generation2024 · 29 citesMapCoder: Multi-Agent Code Generation for Competitive Problem Solving2024 · 23 citesParsel: Algorithmic Reasoning with Language Models by Composing Decompositions2022 · 14 citesFault-Aware Neural Code Rankers2022 · 13 citesExploring Parameter-Efficient Fine-Tuning Techniques for Code Generation with Large Language Models2023 · 12 citesStructCoder: Structure-Aware Transformer for Code Generation2022 · 7 citesIs Self-Repair a Silver Bullet for Code Generation?2023 · 5 citesEnhancing Code Generation Performance of Smaller Models by Distilling the Reasoning Ability of LLMs2024 · 5 citesZero-Shot Detection of Machine-Generated Codes2023 · 3 citesStepCoder: Improve Code Generation with Reinforcement Learning from Compiler Feedback2024 · 3 citesLess is More: Summary of Long Instructions is Better for Program Synthesis2022 · 2 citesRLTF: Reinforcement Learning from Unit Test Feedback2023 · 1 citesPerfCodeGen: Improving Performance of LLM Generated Code with Execution Feedback2024 · 1 citesUncovering LLM-Generated Code: A Zero-Shot Synthetic Code Detector via Code Rewriting2024Self-Explained Keywords Empower Large Language Models for Code Generation2024GenX: Mastering Code and Test Generation with Execution Feedback2024Demystifying GPT Self-Repair for Code Generation2023