Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-11T11:50:26.030339Z
Paper Citation Record · LEDGER
As of 12 July 2026, this Paper Citation Record lists 15 of 15 outbound references and 37 inbound Pith citation observations for arXiv:2412.21139.
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 2026-07-11T11:50:26.030339Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-07-11T06:31:22.384518+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-08T17:51:19.542302Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-10T06:15:00.866473Z
15 of 15 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e02fa68a-bea8-412d-ae82-21615863d09c · outbound
Training Software Engineering Agents and Verifiers with SWE-Gym Large Language Monkeys: Scaling Inference Compute with Repeated Sampling
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-12T02:20:41.492703+00:00.
Observation 10cdbadf-44f1-48b3-99ff-d128fa2a2d12 · outbound
Training Software Engineering Agents and Verifiers with SWE-Gym Training Verifiers to Solve Math Word Problems
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 918674c2-ab0b-41cf-a716-f51f223aa6f0 · outbound
Training Software Engineering Agents and Verifiers with SWE-Gym Measuring Mathematical Problem Solving With the MATH Dataset
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 97008711-ca9e-4fff-890c-2c8a01e9403a · outbound
Training Software Engineering Agents and Verifiers with SWE-Gym Qwen2.5-Coder Technical Report
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation edfe605a-9aec-4465-a9bb-75eced7763e6 · outbound
Training Software Engineering Agents and Verifiers with SWE-Gym Proximal Policy Optimization Algorithms
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 1c7efcbc-1311-42a1-8ffe-b7ad4f9815f1 · outbound
Training Software Engineering Agents and Verifiers with SWE-Gym org/CorpusID:33081038
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation f6bf2e5d-38d0-49b4-9649-2b8adcd5a197 · outbound
Training Software Engineering Agents and Verifiers with SWE-Gym OpenHands: An Open Platform for AI Software Developers as Generalist Agents
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation fe2c7e9f-6eeb-4093-b116-adbf38238b95 · outbound
Training Software Engineering Agents and Verifiers with SWE-Gym Advancing LLM Reasoning Generalists with Preference Trees
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation bd90440c-43dd-4aff-b08d-b42593ce6944 · outbound
Training Software Engineering Agents and Verifiers with SWE-Gym Multilingual Knowledge Graph Completion with Self-Supervised Adaptive Graph Alignment
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation f0b0febd-18cd-41bb-9ee6-6268daf9c69d · outbound
Training Software Engineering Agents and Verifiers with SWE-Gym Fine-Tuning Large Vision-Language Models as Decision-Making Agents via Reinforcement Learning
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 1f93854a-573e-45f2-aeb6-3f7526bfb638 · outbound
Training Software Engineering Agents and Verifiers with SWE-Gym Diversity Empowers Intelligence: Integrating Expertise of Software Engineering Agents
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 541373ee-ac1c-4173-bd0f-16d22b35cb4b · outbound
Training Software Engineering Agents and Verifiers with SWE-Gym Unresolved cited work
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation fd2a330b-69d4-4f87-bdc8-dde81352a7ac · outbound
Training Software Engineering Agents and Verifiers with SWE-Gym Unresolved cited work
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 30763c10-c9d4-41f4-a4a9-2c790270b7c1 · outbound
Training Software Engineering Agents and Verifiers with SWE-Gym Unresolved cited work
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 0a40294a-1049-4a40-8efd-c52974261c17 · outbound
Training Software Engineering Agents and Verifiers with SWE-Gym <judgement>YES</judgement>
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 03b0ea48-672e-48dd-b478-b13fb1c45a6f · inbound
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 72732042-56b0-493f-aac9-19ee53c572b0 · inbound
From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 186
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation f57e737c-5290-4600-b237-39ca465afbbb · inbound
SWE-smith: Scaling Data for Software Engineering Agents Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 1c0a0eb8-eeb9-489d-beb4-0464fa0eac73 · inbound
UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation c4a86915-22c8-4c5d-9807-11fa6c93d83f · inbound
Can Language Models Go Beyond Coding? Assessing the Capability of Language Models to Build Real-World Systems Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation f7f4dc8c-9c25-4418-8b07-c46f99432efa · inbound
Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 216
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 470f13bf-0a8f-47ed-add5-fda8e2ad17b4 · inbound
SWE-EVO: Benchmarking Coding Agents in Long-Horizon Software Evolution Scenarios Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 07364e05-a955-4f0d-8859-63c9138d9cb5 · inbound
Toward Training Superintelligent Software Agents through Self-Play SWE-RL Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation cd065dcb-18ce-4e9e-904b-3407900cc6fc · inbound
Yet Even Less Is Even Better For Agentic, Reasoning, and Coding LLMs Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation e8ecfba8-95fe-44d1-8ec5-4c0f6c5d8c86 · inbound
REAP: Automatic Curation of Coding Agent Benchmarks from Interactive Production Usage Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation d1448aee-9992-4057-b05c-4422b41c4eae · inbound
Beyond Verifiable Rewards: Rubric-Based GRM for Reinforced Fine-Tuning SWE Agents Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 0b65129b-ea75-45e4-9029-9727a53dfc4f · inbound
Bias in the Loop: Auditing LLM-as-a-Judge for Software Engineering Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation a4041e86-9675-4d7a-9c93-04dc5a768f94 · inbound
LLM-Guided Issue Generation from Uncovered Code Segments Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 7c61fe38-f34d-4dca-9f38-d175d05711a3 · inbound
LLM-Guided Issue Generation from Uncovered Code Segments Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 2fe1c6ca-1731-45a1-95b2-75c2d124da56 · inbound
Generate, Filter, Control, Replay: A Comprehensive Survey of Rollout Strategies for LLM Reinforcement Learning Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 90
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 956c625d-c791-4a46-9f9c-1b807f29a419 · inbound
CoT-Guard: Small Models for Strong Monitoring Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 527fa34d-1bb3-4629-b3ef-1c8ec9fccfc7 · inbound
Revisiting DAgger in the Era of LLM-Agents Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 76f74d80-a947-4d60-8ea2-1f569726f4ba · inbound
AgentLens: Revealing The Lucky Pass Problem in SWE-Agent Evaluation Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 9180c915-64ed-42e6-9bb5-b6687947e4b2 · inbound
Is Agentic AI Ready for Real-World Hardware Engineering? A Deep Dive with Phoenix-bench Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 8b38604c-88ab-42d7-aead-e7030d56673b · inbound
$\boldsymbol{f}$-OPD: Stabilizing Long-Horizon On-Policy Distillation with Freshness-Aware Control Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation d42a6568-7c57-4397-9f00-37930e562894 · inbound
MemGym: a Long-Horizon Memory Environment for LLM Agents Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 8269c58f-5f1b-4969-9b79-d3f9d5c0c89a · inbound
From Patches to Trajectories: Privileged Process Supervision for Software-Engineering Agents Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 3216c98d-2a17-41e0-a9ea-612031e6e5f1 · inbound
Stop Comparing LLM Agents Without Disclosing the Harness Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 11a321a6-c198-475a-a32f-c00e74e7a3cf · inbound
CUA-Gym: Scaling Verifiable Training Environments and Tasks for Computer-Use Agents Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 06066990-15a8-4785-a77c-330a1d3dfe4e · inbound
Claw-Anything: Benchmarking Always-On Personal Assistants with Broader Access to User's Digital World Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation f490a6e6-4bc6-4117-bc7b-c7a6467dcaaf · inbound
Learning to Act under Noise: Enhancing Agent Robustness via Noisy Environments Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 0547696b-0739-476c-897e-94cf8d48c7b3 · inbound
unix-ctf: Procedural Environments for Unix-Competence Reinforcement Learning Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation acd439dc-b729-4903-9f8a-27974eac004f · inbound
Trading Human Curation for Synthetic Augmentation in RLVR Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation f06d3ee0-bba0-4c2e-be62-1b290a1a7164 · inbound
AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 83a494e3-917f-43af-970f-d8b8b9ab59a9 · inbound
AsyncWebRL: Efficient Multi-Step RL for Visual Web Agents Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 11110376-e193-4eaf-b719-5bdc5b748cfc · inbound
SWE-Explore: Benchmarking How Coding Agents Explore Repositories Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation ab2ed411-bef1-4930-aaf1-355619881eb2 · inbound
Breaking the Solver Bottleneck: Training Task Generators at the Learnable Frontier Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 6c92e3a1-9b5e-4936-af74-0021ba44eafe · inbound
StaminaBench: Stress-Testing Coding Agents over 100 Interaction Turns Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 521acd39-b3db-4831-ae71-3abf0414420c · inbound
GRADE: Graph Representation of LLM Agent Dependency and Execution Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 129
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation deb04e5f-4969-4e0c-a54a-a49b43ca8189 · inbound
How Much Static Structure Do Code Agents Need? A Study of Deterministic Anchoring Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 53943bb4-619c-4f22-b6b2-fe763e432685 · inbound
How Much Static Structure Do Code Agents Need? A Study of Deterministic Anchoring Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.
Observation 6ca114ef-a57b-420a-86f6-1b98ccca4b01 · inbound
SWE-Review: Closing the Loop on Issue Resolution with Agentic Code Review Training Software Engineering Agents and Verifiers with SWE-Gym
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-11T06:31:22.384518+00:00.