Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T20:25:24.015944Z
Paper Citation Record · LEDGER
As of 16 August 2026, this Paper Citation Record lists 84 of 84 outbound references and 2 inbound Pith citation observations for arXiv:2505.13008.
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 2026-08-15T20:25:24.015944Z
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, observed 2026-08-06T23:49:32.263921Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-10T06:36:36.599897Z
84 of 84 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation fab25926-a3ba-400f-8e66-55c3c425a7ea · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b1c6c64-704d-4c17-9253-0d8f86c7b4e3 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8ce82906-8426-4cd5-8561-b8f042886235 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8e5afee9-cad3-4700-99fb-cc731f44ae53 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent RepairAgent: An Autonomous, LLM-Based Agent for Program Repair
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e987f337-a884-4ec5-9976-c1be4222eb50 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Chakraborty, Y
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7e2a9bd-5608-47e1-ae3f-6f543f2eb89a · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e3ac85e-50f4-4c55-a54a-b4331812c892 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5a4329d-3a69-4a70-9cb2-e0c78e6389d6 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af654d96-7c1b-45d7-8577-728dd4979fab · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 9
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 e48cad52-89cd-44a9-9fe1-be31c1379a19 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 11
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 5b9a5449-142e-4405-9c02-eb4ffa6af14b · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 12
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 eaff0a09-9b38-4979-84a6-af8f69c46c93 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 14
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 386ba2a9-ea89-466e-813a-c0853653fc0b · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent CigaR: Cost-efficient Program Repair with LLMs
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd070945-81e3-4df2-aeff-b3ef407968cd · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce7252ce-e14d-4d1d-ac40-c6eba94119a5 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 17
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 cb3bb90f-12a7-4ce0-8060-a03833515010 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 18
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 6fc32be1-e2db-41f9-9bde-3edc22db92e3 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Impact of Code Language Models on Automated Program Repair
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63e2bf7e-4d42-45c1-bfdd-ab238df41ad8 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 20
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 f5f60ed9-202c-4e60-a434-2cdcdd4122df · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 21
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 603d8b56-d346-4b2b-893f-294d575ee46a · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 22
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 ba5ebd77-81ba-4541-b496-1763ec282b10 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13afd3c2-49d2-4539-881d-f1167391325a · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8308c764-61e8-4c88-b452-038023c579fc · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Le, Duc-Hiep Chu, David Lo, Claire Le Goues, and Willem Visser
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b6f08c0-3947-4df6-91ae-e761dbea0d49 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dccf6c13-8d57-4837-b32b-668f4d868625 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 27
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 59356fbb-2cc5-4bf7-9aae-f18e6af380d4 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0874bda-cf83-46ae-b065-2d5b06fcdbab · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent ChatDBG: Augmenting Debugging with Large Language Models
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ccb7cd33-ec24-418c-a681-198a58fba2fa · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76e0d343-ba7d-495a-b4fd-e5e27dc2836f · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d536e3f1-59f3-411d-bb29-81786ecc9833 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Bissyandé
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68540030-276c-4a2a-b948-6633bdd91046 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Liu and H
Reference 33
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 91c8a8d1-f8bc-40fe-9475-8c1e7e05393d · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ccf3c6a9-2137-4aff-9be4-f5a63df9baa6 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 35
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 74301e5b-525b-4093-8ffd-43d77865a31d · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Marginean, J
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation affa0715-cf9e-48c8-9b97-0b600ef72c3a · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 37
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 c836f336-12b7-482d-997a-c0d8a109f121 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 38
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 37e97b76-b87e-410b-9f31-3e7701fca24a · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 39
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 51bc25cb-ab01-416c-a355-18b1e36406e0 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Mechtaev, J
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 28ae615e-8d29-4179-b146-0fe32e54851e · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 41
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 dfbc6dd1-42a7-4f56-91dd-c036c14b65f5 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c3b24d1-9d60-40ad-b577-9b7108ca0e4e · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38bfa5d9-2c48-43e0-90b8-676e06679954 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Olausson, Jeevana Priya Inala, Chenglong Wang, Jianfeng Gao, and Armando Solar-Lezama
Reference 44
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 735aa425-6c76-47ef-ae67-4aae12b14f33 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d878e92-492d-405e-a865-b852f8ac0bdd · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent SpecRover: Code Intent Extraction via LLMs
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 003e54f9-775a-4e8a-8893-c1893f76b6c6 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 47
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 a9c752f6-c1a9-42da-9376-ee2b15f0c89a · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 48
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 7b941e50-1dc8-4e2f-acf4-3102f5e3be1d · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 49
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 cb99d979-17cb-43e5-b0ff-1b41e94b7051 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Smith, Earl T
Reference 50
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 638214fd-1ebd-4098-b3e0-21c85012bce2 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 51
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 fb2d3a03-a010-43ca-b5c3-43000c614c99 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Prasad, and Abhik Roychoudhury
Reference 52
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 0822b145-5af8-468f-98fb-05472f1d94a1 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Bissyande
Reference 53
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 fefb7d45-3431-4244-aa90-694db387de28 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Bissyandé
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45581b77-2e75-468c-855e-034457293821 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7917a95-b074-4272-aa5c-c592e223e39c · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0d5ec0d-685e-4f35-b95e-51ee9a6bf2c1 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 57
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 74d43edf-0d4f-4068-95d9-3379467a0a05 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7fbb0b95-f5a7-4e04-8d50-ee1a12509980 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5bffa127-f2a9-483b-9e0b-16984845ac87 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b14cb70-a194-4317-8226-657091fda330 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 317bb008-ab33-4f40-99f6-3d22542254b8 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 62
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 d486e959-6279-448a-a07f-f4d70305aab6 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent SORRY-Bench: Systematically Evaluating Large Language Model Safety Refusal
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f09f08c3-983f-4305-ba7d-fc2b0de4b0ee · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9da254c9-47e3-4291-9d90-7806aa27bf1a · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 65
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 62af9a56-2187-490d-8ee0-53b3444128d2 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Xin and S
Reference 66
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 9fe2d644-cb51-4daf-9e1a-65a581aef509 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 67
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 82c9d62d-8a1c-494c-aafb-f483ea6ba72c · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 68
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc6efa1c-9d95-437e-a2f2-d7c52a8cda33 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 69
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 942887d1-8dad-44fa-9e72-e3a97248f22e · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Chain-of-Thought in Neural Code Generation: From and For Lightweight Language Models
Reference 70
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 e37a72fe-36d5-4293-bd7c-25056544207a · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Jimenez, Alexander Wettig, Kilian Lieret, Shunyu Yao, Karthik Narasimhan, and Ofir Press
Reference 71
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 d1929840-70cc-4d70-b32f-d3bec2cf1070 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Tree of Thoughts: Deliberate Problem Solving with Large Language Models
Reference 72
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6727ad9c-c645-4c99-9037-f4bca777320d · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 73
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8f5f051c-e244-44d2-bc75-18f64ae3426a · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent SelfAPR: Self-supervised Program Repair with Test Execution Diagnostics
Reference 74
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 edd723b5-bcdb-46ad-b595-f2dc57f4bec5 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 75
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fdd18843-c5dc-406f-9611-b328b90342c1 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 76
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 6c925a18-9894-487b-a6d0-e8148f62d266 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 77
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b53dee1-7202-4319-b091-2e013b751e73 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Evaluating the Code Quality of AI-Assisted Code Generation Tools: An Empirical Study on GitHub Copilot, Amazon CodeWhisperer, and ChatGPT
Reference 78
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5591ac82-e7fb-4434-b234-16198d93e522 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 79
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 c5d1ae4f-2e3d-4162-b114-c27347850d8c · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 80
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4cc51781-fa48-45cf-b701-5b8bada42796 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent CodeAgent: Enhancing Code Generation with Tool-Integrated Agent Systems for Real-World Repo-level Coding Challenges
Reference 81
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07feaf0b-5a3c-47f2-8f3c-b90e3b814ae9 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent AutoCodeRover: Autonomous Program Improvement
Reference 82
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 813a5279-876b-4934-b83e-b8e433a18e7f · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 83
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 27f72233-71a4-445c-b8ef-8284f20f5e53 · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent Unresolved cited work
Reference 84
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de7dfce1-bdcf-4fcb-890d-4865447dda9e · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent ACM Trans
Reference 2022
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 d5685bac-4be7-48b8-b984-ac6a3c0016ca · outbound
Adversarial Reasoning for Repair Based on Inferred Program Intent In The Twelfth International Conference on Learning Representations
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.
Observation 5b1669cd-0126-48e5-8bcb-66eacc48fead · inbound
Seeing is Fixing: Cross-Modal Reasoning with Multimodal LLMs for Visual Software Issue Fixing Adversarial Reasoning for Repair Based on Inferred Program Intent
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 694bb04c-a389-4e36-8250-deed53d0e403 · inbound
HELO-APR: Enhancing Low-Resource Program Repair through Cross-Lingual Knowledge Transfer Adversarial Reasoning for Repair Based on Inferred Program Intent
Reference 31
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.