Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T13:09:26.866918Z
Paper Citation Record · LEDGER
As of 15 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2412.13464.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T13:09:26.866918Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
15 of 15 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a6e13e29-5545-43d2-81fe-0ae9ac54d6b9 · outbound
GenX: Mastering Code and Test Generation with Execution Feedback Leveraging Grammar and Reinforcement Learning for Neural Program Synthesis
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e848fa7e-3cf5-4490-983d-3466496e2f0d · outbound
GenX: Mastering Code and Test Generation with Execution Feedback DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ecd17c49-ef5e-4793-8068-22981894ebb7 · outbound
GenX: Mastering Code and Test Generation with Execution Feedback Qwen2.5-Coder Technical Report
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89267435-b1af-4c59-85f4-772331d5d4af · outbound
GenX: Mastering Code and Test Generation with Execution Feedback RLTF: Reinforcement Learning from Unit Test Feedback
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6abbee28-e817-4850-95c9-3fde4130a012 · outbound
GenX: Mastering Code and Test Generation with Execution Feedback Proximal Policy Optimization Algorithms
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c750794-c9c4-41da-8acd-bb90e28fc80b · outbound
GenX: Mastering Code and Test Generation with Execution Feedback Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45042faf-61c5-4957-9f8e-b227ddfb057e · outbound
GenX: Mastering Code and Test Generation with Execution Feedback CodeGeeX: A Pre-Trained Model for Code Generation with Multilingual Benchmarking on HumanEval-X
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0cef172a-eb7d-40b6-90b5-b79673b09be4 · outbound
GenX: Mastering Code and Test Generation with Execution Feedback Code Llama: Open Foundation Models for Code
Reference 2013
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 79743d50-bc30-4761-af5f-0119794b35e0 · outbound
GenX: Mastering Code and Test Generation with Execution Feedback Automatic unit test data generation and actor-critic reinforcement learning for code synthesis
Reference 2014
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 9497b4a5-1d79-48a7-b7c2-4105de281df8 · outbound
GenX: Mastering Code and Test Generation with Execution Feedback The Llama 3 Herd of Models
Reference 2017
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a338e11b-e05c-48da-bf0f-bf826208acc9 · outbound
GenX: Mastering Code and Test Generation with Execution Feedback Execution-based Code Generation using Deep Reinforcement Learning
Reference 2019
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34db8d82-b908-4da3-82b0-87ebfa369afd · outbound
GenX: Mastering Code and Test Generation with Execution Feedback Teaching Large Language Models to Self-Debug
Reference 2021
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ff0ae84-f240-4504-946a-e136304305f4 · outbound
GenX: Mastering Code and Test Generation with Execution Feedback Evaluating Large Language Models Trained on Code
Reference 2022
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b9dd5d31-fa5a-4f43-ba87-658aef589086 · outbound
GenX: Mastering Code and Test Generation with Execution Feedback Textbooks Are All You Need
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13ddd8a7-78c6-4ffb-ba65-c0aaa4116409 · outbound
GenX: Mastering Code and Test Generation with Execution Feedback Mapping language to code in programmatic context
Reference 2024
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
No inbound Pith citation observations are available.