Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T00:57:29.773071Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 2 inbound Pith citation observations for arXiv:2506.12320.
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 2026-08-07T00:57:29.773071Z
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 2026-08-04T05:55:44.664325Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-16T11:57:50.038881Z
43 of 43 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 453dba99-779b-4672-881e-03b58a4c2268 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Pytorch: An imperative style, high-performance deep learning library,
Reference 1
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 528758d1-dde7-4c2f-b17e-483eb56560b6 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries TensorFlow: Large-scale machine learning on heterogeneous systems,
Reference 2
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 3d0e62f4-9f2c-4fcb-9ef8-c37ca9dbf5a4 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Transformers: State-of- the-art natural language processing,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 528d814a-29e8-4958-9065-c2759c593807 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Efficient memory management for large language model serving with pagedattention,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00835e5f-9801-441f-992b-22116f2bdda8 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Deepspeed: System optimizations enable training deep learning models with over 100 billion parameters,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e40cafe4-77a9-4022-a82a-48315898b8e1 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Architectural foundations for the large language model infrastructures,
Reference 6
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 5917def7-4065-456e-88a7-3ee1ba41bf59 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Efficient Training of Large Language Models on Distributed Infrastructures: A Survey
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8dcd5d93-ec13-4730-9aa9-9579b152b524 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Bytedance intern fired for planting malicious code in ai models,
Reference 8
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 b1d66741-ea0b-4aad-beda-b1c42a7e7418 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Critical bugs which affected everyone’s llm training,
Reference 9
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 c79dc12e-72d6-46ff-bedf-ac77fcdb1203 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries A comprehensive study on deep learning bug characteristics,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df57bc2d-03ee-4ca3-952d-d04c7a1c78b8 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Toward understanding deep learning framework bugs,
Reference 11
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 d543a561-601e-46d0-9a34-1b45d6bbb7da · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Understanding Performance Problems in Deep Learning Systems
Reference 12
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 ef13d63d-25c0-4f13-bdc1-ff2f5204a92e · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Towards understanding the faults of javascript-based deep learning systems,
Reference 13
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 3cdbd95b-c5d3-416d-8498-8594cd2d7363 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Large Language Models are Zero-Shot Fuzzers: Fuzzing Deep-Learning Libraries via Large Language Models
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 639bf9e4-662f-441c-8273-ce71fe82157c · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Jitfuzz: Coverage-guided fuzzing for jvm just-in-time compilers,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4dec4a12-c1b5-4bad-bce0-984b1a75ed6d · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Nnsmith: Generating diverse and valid test cases for deep learning compilers,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 485774b9-61fd-47e3-9d47-1e707fdece1e · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries A comprehensive study on challenges in deploying deep learning based software,
Reference 17
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 b97d64ff-bb15-49ce-aaf6-8a42962d14db · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Our repository,
Reference 18
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 cee74161-4233-4016-b690-75cba9cc4932 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Lora: Low-rank adaptation of large language models
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 570be259-7111-4ef7-89ea-8e040183bc54 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Qlora: Efficient finetuning of quantized llms,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3c3babc-ef4f-435f-b5fa-ca8d9481e112 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Bugs in pods: Understanding bugs in container runtime systems,
Reference 21
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 f9c64b41-c551-4010-b961-e13154c369c9 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Large-scale analysis of non-termination bugs in real-world oss projects,
Reference 22
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 647b519f-eb55-416d-9aa8-63e6b0e0c527 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries A comprehensive study of deep learning compiler bugs,
Reference 23
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 8e7e0755-7acd-45d4-9eec-5d350ac69f15 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries The measurement of observer agreement for categorical data,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87b32193-86ac-4b38-b0ee-e3afc34bab57 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Error happens when using siglipvisionmodel.forward with interpo- late pos encoding=true,
Reference 25
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 da52f6ad-a19d-4d1e-b3b3-7c4978079b17 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Mistral ’sentencepiecetokenizer’ object has no attribute ’id to byte piece’,
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 7f3546e7-6098-456f-8969-66e456facb3b · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries [v1] fix when max model len is not divisible by block size,
Reference 27
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 e60a591f-0d93-4697-b5b1-e1e69f30b586 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Performance bug example in transformers,
Reference 28
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 694129be-6ad8-4190-9ae3-f34f00b03348 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Replace torch.tensor() with torch.from numpy() when process- ing numpy arrays,
Reference 29
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 31d40df1-c481-4080-ba7b-dd8cc118f049 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Rename phi-3 rope scaling type,
Reference 30
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 f63389e3-288d-4391-b50a-6d49f099fb24 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Llava: fix checkpoint doc,
Reference 31
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 b34b20b9-b4d8-488b-bed8-91696145d67e · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries A survey of deep learning library testing methods,
Reference 32
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 32fddd53-d6b6-4903-990c-f887698eba94 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Audee: Automated testing for deep learning frameworks,
Reference 33
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 ada50965-31ce-421f-8c89-753153a16517 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Writing unit tests,
Reference 34
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 1c90985d-187a-4f88-973a-0509ae1dd0cb · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Fixes for issue #33763 in idefics2 model,
Reference 35
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 abb0ab0e-961f-4245-8bb3-78bbab86de8e · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Large Language Models are Edge-Case Fuzzers: Testing Deep Learning Libraries via FuzzGPT
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d35e5e46-8c8c-4524-862d-8fc27ae2e711 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Silent bugs in deep learning frameworks: an empirical study of keras and tensorflow,
Reference 37
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 8fc3175d-9b54-45c5-a053-9f2d790e7536 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Understanding performance problems in deep learning systems,
Reference 38
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 99da57d2-7a80-4e7a-88ea-983fea784dc9 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries To- wards neural architecture-aware exploration of compiler optimizations in a deep learning{graph}compiler,
Reference 39
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 447b1e4d-a5ff-46b7-a9cd-d59920f29b5f · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Moving deep learning into web browser: How far can we go?
Reference 40
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 d837a3dd-2652-4aba-9228-4d3ef75104ea · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Beyond accuracy: An empirical study on unit testing in open-source deep learning projects,
Reference 41
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 ee9b145d-892d-4afa-9a54-130fa220d607 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries The Seeds of the FUTURE Sprout from History: Fuzzing for Unveiling Vulnerabilities in Prospective Deep-Learning Libraries
Reference 42
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 139ad0d1-4b6f-432f-909a-6ff04e7226a8 · outbound
The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries Free lunch for testing: fuzzing deep-learning libraries from open source,
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 419695e7-26af-4828-9a40-967b3b7bf6d3 · inbound
When Agents Fail: A Comprehensive Study of Bugs in LLM Agents with Automated Labeling The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries
Reference 42
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 e3e50f99-040c-4681-a17a-014fd494247c · inbound
Real Faults in Model Context Protocol (MCP) Software: a Comprehensive Taxonomy The Foundation Cracks: A Comprehensive Study on Bugs and Testing Practices in LLM Libraries
Reference 85
Source-reported events for the cited work
Unavailable: canonical work link unavailable.