Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T11:41:14.745213Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 3 inbound Pith citation observations for arXiv:2601.05485.
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 2026-08-03T11:41:14.745213Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-30T01:36:39.836224Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
60 of 60 outbound references displayed
External citation measurements
0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Observation b80d743b-0bc3-47be-97da-a4b0fadb055d · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33b0b43a-ca2a-4837-b38d-f70fae37c75a · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Qwen2.5-Coder Technical Report
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc00d741-5326-4214-be51-46b950ceae21 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Code needs comments: Enhancing code llms with comment augmentation,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c917284-abbd-474c-931f-9f3b0ce5b159 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning LLM-Assisted Code Cleaning For Training Accurate Code Generators
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d7c4e10-f2e9-4e2e-a0c1-55b52490cec9 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning How do your code llms perform? empowering code instruction tuning with really good data,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0db9cecf-745d-4aa5-bc55-440abecbc0e6 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Do comments follow commenting conventions? a case study in java and python,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 53834ea6-2d7f-4195-addf-b48f547009e3 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Are we building on the rock? on the importance of data preprocessing for code summarization,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67de2762-a9bc-46a7-bc05-42b36d42df48 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Adversarial robustness for code,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4af5c222-77ee-4f35-836b-115b8cb34c35 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Towards generating summaries for lexically confusing code through code erosion
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8af120d7-6626-40fe-88c4-293f20bdb6cd · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning How effectively do code language models understand poor-readability code?
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7997bfa0-c06f-4fdd-8028-78de856bbf99 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Beyond chat: a framework for llms as human-centered support systems,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 661ff4b2-f767-4ea9-883e-002c4059787e · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Contrastive Code Representation Learning
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 47ac3269-78e2-4c52-beca-44133a6e7a7d · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning CodeSearchNet Challenge: Evaluating the State of Semantic Code Search
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df309ab7-4045-4d85-89fd-06ed9495e311 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Summarizing source code using a neural attention model,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca70c017-ba67-495d-a0e8-e506af2b8fb0 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Cross-entropy loss functions: Theoretical analysis and applications,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 20d214d2-a295-4623-91de-a17414e7e43b · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Curriculum learning,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2f45312-a65e-47b9-871f-98e36e81ca44 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Evolving culture versus local minima,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db9227ad-3e98-47aa-8ade-28cf003d635b · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Why curriculum learn- ing & self-paced learning work in big/noisy data: A theoretical perspective,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03146a1c-eb77-4cb7-8fb3-190f71a99d0b · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Learning a similarity metric discriminatively, with application to face verification,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4571364-f443-460f-999b-1aa038c9a5b3 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Prototypical networks for few- shot learning,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab0e1962-7e51-43df-a47a-1407a79ece83 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Model-agnostic meta-learning for fast adaptation of deep networks,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 403b3780-a635-4fd0-b432-5021e0db1122 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning On First-Order Meta-Learning Algorithms
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41d65f41-8f81-4843-9736-f1c0acef7931 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Learning a metric for code read- ability,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 271448c6-a7f3-4296-8875-4247ea544b9b · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Improving code readability models with textual features,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cca6ac96-024b-4310-83a7-943bddb80616 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Towards Learning (Dis)-Similarity of Source Code from Program Contrasts
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37353c3c-235b-4a4d-a48a-8e460d876107 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning NatGen: generative pre-training by “naturalizing
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation efd97d9a-048b-4368-8966-6a485a6d9d9f · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Structured Neural Summarization
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6439d37-9615-4214-800f-9b66f29bc8e3 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Neural reverse engineering of stripped binaries using augmented control flow graphs,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c8fd30d6-fb56-4dda-b395-3c971eb8c4b6 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Debin: Predicting debug information in stripped binaries,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cff88d72-c32d-4208-aaa6-1b3759a5bdb6 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Measur- ing neural efficiency of program comprehension,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35d91b9d-1bba-469b-aad4-2c7de89fec47 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Understanding understanding source code with functional magnetic resonance imaging,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6e0c41a-fb56-4ca0-8c4e-65f2f3f442e4 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Contrastive code representation learning,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c816ed2-bf73-453b-a052-38deb6ab834a · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Qwen2.5 Technical Report
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1afa853b-bd51-4f6e-8181-3509197b1dce · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning DeepSeek-V3 Technical Report
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7cf76613-aea8-455a-9989-b10bbe8364cb · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Introducing gemini 2.0: our new ai model for the agentic era,
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a8b2644-879c-4b7e-8b86-34a663371084 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Claude 3.5 sonnet,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8f2445d0-add0-4f26-88bf-cc9e2dc600cc · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Hello gpt-4o,
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1bac715-b6bb-4c51-a81a-6ebe01960937 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Orange: a method for evaluating au- tomatic evaluation metrics for machine translation,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35c6ffc8-de7f-427c-8b08-0a0340e8900d · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning CodeT5: Identifier- aware unified pre-trained encoder-decoder models for code understanding and generation,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 83b98949-5a20-4108-aa21-899431079cef · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 81165051-ace4-4a7a-873c-5d265cdb8068 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e032804-bb78-4cc6-ab0d-daeb172097b1 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning What makes good in-context demonstrations for code in- telligence tasks with llms?
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bdebf47e-5d24-4a7f-b915-8349fd664c73 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Element-aware summarization with large language models: Expert-aligned evaluation and chain- of-thought method,
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 739a7843-f203-4b92-8747-e939cadd5f44 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Language models can solve computer tasks,
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f6a5ee52-690b-494a-a02e-660051765838 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Source code summarization in the era of large language models,
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b323c798-8301-4896-a39f-27906038d455 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Pruning the unsurprising: Efficient code reasoning via first-token surprisal,
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e53d429-6a99-4cbb-b9a5-b835cfb4d26d · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning GlimpRouter: Efficient Collaborative Inference by Glimpsing One Token of Thoughts
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bedf1d7a-8dfb-4548-991c-96fcba171751 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning CodeBERT: A pre-trained model for programming and natural languages,
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f231056-cc80-4cff-9ce9-5596f221e23d · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Stack overflow developer survey 2022,
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ddf8cf1e-d71c-4f0d-b8e6-bf1352f5d77e · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Tiobe index,
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b13db12-4fb0-4f8a-aacb-ad69a22c4696 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Bridging the cyber-analysis gap: The democratization of data science,
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a737f1dc-e9da-4fc2-b488-40e8efb5de45 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning In Line with Context: Repository-Level Code Generation via Context Inlining
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c08ae329-712a-4d9e-beff-d12d887a1607 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning From code to cor- rectness: Closing the last mile of code generation with hierarchical debugging,
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1674c28d-3627-4080-84b6-33ed303656a6 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Between lines of code: Unraveling the distinct patterns of machine and human program- mers,
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 125af946-d7d3-43f0-b689-60a9fbb53f56 · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning SWE-Debate: Competitive Multi-Agent Debate for Software Issue Resolution
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41e1de39-4890-49c9-b668-60ea085cdfdd · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning The impact of identifier style on effort and compre- hension,
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78e2dc91-a1ed-48eb-a9dd-6787723754dd · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Clawsat: Towards both robust and accurate code models,
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2917fde9-6f3f-478e-aea9-5578e7855c2b · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Meta-curriculum learning for domain adaptation in neural machine translation,
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dcb87cb7-0461-4aef-b16a-c3df9b3d581e · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning On the evaluation of neural code summarization,
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6361f2c0-d169-4c91-9a6a-288ddcb1014f · outbound
Readability-Robust Code Summarization via Meta Curriculum Learning Available: https://aclanthology.org/2020.findings- emnlp.139
Reference 1547
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96398156-b907-4d8c-909d-622b869e4be2 · inbound
CodeOCR: On the Effectiveness of Vision Language Models in Code Understanding Readability-Robust Code Summarization via Meta Curriculum Learning
Reference 106
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 15e2ede5-48eb-4b59-a6f8-0111222f56a7 · inbound
ShredBench: Evaluating the Semantic Reasoning Capabilities of Multimodal LLMs in Document Reconstruction Readability-Robust Code Summarization via Meta Curriculum Learning
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2cda7514-34ff-4a16-9d57-59e1d58e30c1 · inbound
SWE-MeM: Learning Adaptive Memory Management for Long-Horizon Coding Agents Readability-Robust Code Summarization via Meta Curriculum Learning
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.