Pith. sign in

Paper Citation Record · LEDGER

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning

As of 21 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2506.07411.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.07411 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:38:37.134427Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

44 of 44 outbound references displayed

  • verified exact0
  • verified fuzzy13
  • unresolved31
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 36aabba0-9fe8-4d92-80f9-dbf71b890671 · outbound

This paper cites Advances in APPFL: A Comprehensive and Extensible Federated Learning Framework.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Advances in APPFL: A Comprehensive and Extensible Federated Learning Framework

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:33.617858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:33.617858Z digest=sha256:71eea0e00c211b39c4c678911ebb8a7f3eed01ba86a1c25a14f0caa2c1559a97

Observation cc961c6a-eab1-4895-b8f8-0a31b3565546 · outbound

This paper cites Research on Large Language Model Cross-Cloud Privacy Protection and Collaborative Training based on Federated Learning.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Research on Large Language Model Cross-Cloud Privacy Protection and Collaborative Training based on Federated Learning

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:33.661620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:33.661620Z digest=sha256:f4815cdec9e8b39912d97570b19a5adf1c0b3e3bb20ef97a1a5189ec85eed149

Observation d6781f11-885b-4f6d-bad8-90bc937625df · outbound

This paper cites Ai-driven fault detection and predictive maintenance in elec- trical power systems: A systematic review of data-driven approaches, digital twins, and self-healing grids,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Ai-driven fault detection and predictive maintenance in elec- trical power systems: A systematic review of data-driven approaches, digital twins, and self-healing grids,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:38:40.542206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:38:33.785541Z digest=sha256:f3acaf28bb5d24dcc841f8582e9bd17bec650295b21bba474efbe03b7a669570

Observation 58b827ca-b408-4d44-ad57-f8a1b8c73e5f · outbound

This paper cites T-GAE: Transferable Graph Autoencoder for Network Alignment.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning T-GAE: Transferable Graph Autoencoder for Network Alignment

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:33.860376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:33.860376Z digest=sha256:9412a8b3191e6ec8a6967bd2f10144bc5adf5248c068b8332faed5a2161a73d6

Observation 41930c46-8f9c-46a8-8309-401582a45596 · outbound

This paper cites GraphSnapShot: Caching Local Structure for Fast Graph Learning.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning GraphSnapShot: Caching Local Structure for Fast Graph Learning

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:33.951555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:33.951555Z digest=sha256:560a0a00e52b0ce284b75ade9b869715bed89c8c4632bcc71d326962c3c23a7d

Observation 030c07f0-7c8b-424d-9afb-fd67be43ddc8 · outbound

This paper cites Confidence trigger detection: Accelerating real-time tracking-by-detection systems,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Confidence trigger detection: Accelerating real-time tracking-by-detection systems,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:38:40.400623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:38:34.045665Z digest=sha256:ab190d15eaa72b4b6bf8e46c78a1e34315bb0079b6e53aeb4aaea767b3e2766f

Observation c776c005-3a88-4bc0-bd0b-59f19519d423 · outbound

This paper cites Deception detection from linguistic and physiological data streams using bimodal convolutional neural networks,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Deception detection from linguistic and physiological data streams using bimodal convolutional neural networks,

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:34.114341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:34.114341Z digest=sha256:7d54a677dad7ef7a46648fa161d808f2205a9fdcfb0ad73c4cfa60b71726ba3a

Observation 1831a1c9-30ad-4ac5-b39d-946bf988b7ac · outbound

This paper cites Assertion detection in clinical natural language processing using large language models,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Assertion detection in clinical natural language processing using large language models,

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:34.215280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:34.215280Z digest=sha256:4278cb3a107553733ba1eccc628a930d48e1c459ed2e72b536726c751dfedcf3

Observation 3c44a588-e5f3-48bd-84d4-2723e368878b · outbound

This paper cites Optimization and prediction tech- niques for self-healing and self-learning applications in a trustworthy cloud continuum,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Optimization and prediction tech- niques for self-healing and self-learning applications in a trustworthy cloud continuum,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:38:40.214870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:38:34.305187Z digest=sha256:fcb85a83a2759274f5baf538560a0cc69787c662ae4d210b17f00ddf94dbd09a

Observation 54c7fc54-bea6-4713-a4e5-b1b14ed9400e · outbound

This paper cites HADES: Hardware Accelerated Decoding for Efficient Speculation in Large Language Models.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning HADES: Hardware Accelerated Decoding for Efficient Speculation in Large Language Models

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:34.367140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:34.367140Z digest=sha256:e78a81ee482cb1050f8e6b4ed2015fcf2b9446cabe6bdc4e8000758daae94c51

Observation 120bc68c-bc30-4d1c-b960-90cf21025518 · outbound

This paper cites Adaptive Fault Tolerance Mechanisms of Large Language Models in Cloud Computing Environments.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Adaptive Fault Tolerance Mechanisms of Large Language Models in Cloud Computing Environments

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:34.489273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:34.489273Z digest=sha256:3043b85b9320d5ebd613a2e777543144f272cc8a3ee06563a0bdd4bfd7d9f8eb

Observation 29b72510-244f-4968-b07a-6dce7f32e79f · outbound

This paper cites Exploring diverse methods in visual question answering,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Exploring diverse methods in visual question answering,

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:34.545830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:34.545830Z digest=sha256:3c53931afe713351ca347fb5c74fa486850615224a2c89ff96c200f1dddf6105

Observation 59df03f6-762f-444f-813e-d4546185f39e · outbound

This paper cites Contextual hourglass network for semantic segmentation of high resolution aerial imagery,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Contextual hourglass network for semantic segmentation of high resolution aerial imagery,

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:34.595344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:34.595344Z digest=sha256:8c997eb7f7ebaf0d808df891703eefce97f3cacb29bab9b25531465d2973c317

Observation 889a0a5a-5ca8-4bf7-bc8b-3498d50ac1d8 · outbound

This paper cites A comparative study on enhancing prediction in social network advertisement through data augmentation,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning A comparative study on enhancing prediction in social network advertisement through data augmentation,

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:34.687162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:34.687162Z digest=sha256:49137be1167d14ede7c59d381d3c9d7f7e93a5fa2a371b2f1b0fc778ac687191

Observation 91df23e6-d81b-4379-9c05-8a4d6973aa1e · outbound

This paper cites A decision-language model (dlm) for dynamic restless multi-armed bandit tasks in public health,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning A decision-language model (dlm) for dynamic restless multi-armed bandit tasks in public health,

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:34.748303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:34.748303Z digest=sha256:2d6d8cf2b5d863efb58bfe6431d259d83e87fa2783e08a4c920b9d0b3361ab59

Observation 19c4ee06-3556-40f6-8eee-cfb909e236d9 · outbound

This paper cites Scalable neural network kernels,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Scalable neural network kernels,

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:34.820285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:34.820285Z digest=sha256:559e12d13d4bafe3786baa1117f6cfdb9545777ef2f9692c95a518ed2d334a8f

Observation a6f824c6-b2d5-411a-a3e5-fac9f07bd4d2 · outbound

This paper cites Automated assessment in math education: A comparative analysis of llms for open-ended responses,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Automated assessment in math education: A comparative analysis of llms for open-ended responses,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:38:40.036006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:38:34.909896Z digest=sha256:3de3ff59e1890cb31a1fab818cd5048f6d6dd899f17394e938f6138eaf4283db

Observation 659b4bff-33c7-4a83-942c-00754da7d9d3 · outbound

This paper cites Cloud-Based AI Systems: Leveraging Large Language Models for Intelligent Fault Detection and Autonomous Self-Healing.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Cloud-Based AI Systems: Leveraging Large Language Models for Intelligent Fault Detection and Autonomous Self-Healing

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:35.025033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:35.025033Z digest=sha256:1115a13dfabfba3c01b9cd4b6d3cc17ff9d41817a6ba9dc72816eab713fb0b00

Observation b5a713c8-be58-45f0-a020-292e35bcd7e5 · outbound

This paper cites GIVE: Structured Reasoning of Large Language Models with Knowledge Graph Inspired Veracity Extrapolation.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning GIVE: Structured Reasoning of Large Language Models with Knowledge Graph Inspired Veracity Extrapolation

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:35.108236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:35.108236Z digest=sha256:96f05cec8177c8230d3aaa912847a2d621d4eaff61c480d98f8fd2bf0ce863fa

Observation e861cd0a-64a2-41c1-a3d0-94ada746a204 · outbound

This paper cites A Large-Scale Simulation on Large Language Models for Decision-Making in Political Science.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning A Large-Scale Simulation on Large Language Models for Decision-Making in Political Science

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:35.223043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:35.223043Z digest=sha256:87b78ed58b8ea06f03af5014b98606b5324fa2f98aff0b4ced7250b4b03a3386

Observation c91e3a1d-4071-4c5a-94d1-83bbb472957f · outbound

This paper cites Ai-powered self-healing systems for fault tolerant platform engineering: Case studies and challenges,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Ai-powered self-healing systems for fault tolerant platform engineering: Case studies and challenges,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:38:39.680234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:38:35.295781Z digest=sha256:fc39b4a74ca95a29bbda84fc2feb8d76b11302926ec6cc18c73b76efb2f8f111

Observation 6a5e3829-3545-41ea-9916-5abbb955fd9c · outbound

This paper cites Ai-enhanced self-healing cloud architectures for data integrity, privacy, and sustainable learning,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Ai-enhanced self-healing cloud architectures for data integrity, privacy, and sustainable learning,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:38:39.334235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:38:35.365451Z digest=sha256:d0387f317a34304c2b65b2bea1e52b8375eab0b6e5f901aeb4fa2b824874bab5

Observation 8b4c7b08-4114-4cae-9e7e-bbfdf1b53faf · outbound

This paper cites Artificial intelligence for self- healing automation testing frameworks: Real-time fault prediction and recovery,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Artificial intelligence for self- healing automation testing frameworks: Real-time fault prediction and recovery,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:38:39.066420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:38:35.457015Z digest=sha256:b1ac9bf487acfc5ad7e92e4e77de90a661846b5ef5ca0bba7142c67b4091f3c9

Observation 4d123e16-d233-4c87-a189-134a47fd60be · outbound

This paper cites Integration of multi-agent systems and artificial intelligence in self-healing subway power supply systems: Advancements in fault diagnosis, isolation, and recovery,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Integration of multi-agent systems and artificial intelligence in self-healing subway power supply systems: Advancements in fault diagnosis, isolation, and recovery,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:38:38.835334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:38:35.512190Z digest=sha256:129001ea90fdc7e8a8328eb65c292eb5c4eae471e2b9794e338dd07112212b97

Observation b6b85f35-a976-4e45-851e-c01fa8a392f7 · outbound

This paper cites Artificial intelligence for fault detection in cloud- optimized data engineering systems,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Artificial intelligence for fault detection in cloud- optimized data engineering systems,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:38:38.534431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:38:35.589846Z digest=sha256:2c581dabdd7216c10098c8483218050918d06e14f22033bab3c2993017b99253

Observation 5ed57602-e016-42b9-9dc8-bb4bb4331760 · outbound

This paper cites Automated intelligent healing in cloud- scale data centers,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Automated intelligent healing in cloud- scale data centers,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:38:38.227392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:38:35.694251Z digest=sha256:fe6ab802ccac4c1a74a4740c9d88fac0cd3bf138858fbc38e94673be3fc94628

Observation 2492d96b-4d82-4ded-bddf-ab70b29c2cdf · outbound

This paper cites Time series modeling for heart rate prediction: From arima to transformers,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Time series modeling for heart rate prediction: From arima to transformers,

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:35.813760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:35.813760Z digest=sha256:a251af6bdae8cdf086c82eda3824641d0626ce854a75e0de3e7c8be85f8eb6f1

Observation a1b78c3e-a479-43ff-bcad-ed0b5f54235f · outbound

This paper cites RAG-RLRC-LaySum at BioLaySumm: Integrating retrieval-augmented generation and readability control for layman summarization of biomedical texts,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning RAG-RLRC-LaySum at BioLaySumm: Integrating retrieval-augmented generation and readability control for layman summarization of biomedical texts,

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:35.863692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:35.863692Z digest=sha256:1294d03376b220b0df1436090062936b1a5f2f132d153207a264128d630dba65

Observation 98ceafcb-4724-4d44-8068-8174a8b1c473 · outbound

This paper cites Self-give: Associative thinking from limited structured knowledge for enhanced large language model reasoning,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Self-give: Associative thinking from limited structured knowledge for enhanced large language model reasoning,

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:35.920125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:35.920125Z digest=sha256:5478c2bcd16abab56e329c9a878e724eb01bdccf0b5c876c449111aae14369fc

Observation a8e4edd0-7322-4a71-aaed-5d0579545e48 · outbound

This paper cites Curriculum Guided Reinforcement Learning for Efficient Multi Hop Retrieval Augmented Generation.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Curriculum Guided Reinforcement Learning for Efficient Multi Hop Retrieval Augmented Generation

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:36.016920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:36.016920Z digest=sha256:1ed1c2a73437e38941a0795d3ab5dee94fbf841e6124c5be6dd7d4c0c2172c8f

Observation beb8aa04-545b-40f6-a694-cc79f457948e · outbound

This paper cites MT2ST: Adaptive Multi-Task to Single-Task Learning.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning MT2ST: Adaptive Multi-Task to Single-Task Learning

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:36.101872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:36.101872Z digest=sha256:d0c671d9312d2c4628e601f339a6b5495287a0d1b823914031e9a6fcbcdf11c5

Observation 126f4455-d49c-4f9b-a013-cec4786afd74 · outbound

This paper cites The bandit whisperer: Communication learning for restless bandits,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning The bandit whisperer: Communication learning for restless bandits,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:38:38.003364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:38:36.163202Z digest=sha256:6bdaa48beac9f65a616c057982205783a9750fa4522b9e7ba3240f5298af5f98

Observation 81fbaed9-5b00-489e-8238-1c11830fe0e1 · outbound

This paper cites Bias Evaluation and Mitigation in Retrieval-Augmented Medical Question-Answering Systems.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Bias Evaluation and Mitigation in Retrieval-Augmented Medical Question-Answering Systems

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:36.273348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:36.273348Z digest=sha256:fe4871fb23af7c80222c964ba95ea12c86a247dfd155c4b3e6ad5064a0e3ae2b

Observation 0f5e2dc9-0ad6-4294-89c4-f16c89f21be6 · outbound

This paper cites Designing Large Foundation Models for Efficient Training and Inference: A Survey.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Designing Large Foundation Models for Efficient Training and Inference: A Survey

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:36.345090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:36.345090Z digest=sha256:ddb1d525b7c61b84de6f5a4a1981ee63301c9429d2ab655384b75c4f68899556

Observation 68d221d9-b96d-4c7f-9157-0c02f638da8f · outbound

This paper cites Llmeasyquant: Scalable quantization for parallel and distributed llm inference,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Llmeasyquant: Scalable quantization for parallel and distributed llm inference,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:38:37.820828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:38:36.427081Z digest=sha256:5c3507fb687029b37084b460609570365c1cdf9f5a6168c6c794f6461fe0f69c

Observation d581ef63-6aff-47c8-a598-de459deb3de3 · outbound

This paper cites Cross-Cloud Data Privacy Protection: Optimizing Collaborative Mechanisms of AI Systems by Integrating Federated Learning and LLMs.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Cross-Cloud Data Privacy Protection: Optimizing Collaborative Mechanisms of AI Systems by Integrating Federated Learning and LLMs

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:36.500831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:36.500831Z digest=sha256:a40fa30cbd7835a74d38e721faf27d80c8a30d8bfd3fc52e50176ee9deca5144

Observation aac85555-ca89-42a4-bcdd-bc3d29b3266b · outbound

This paper cites A Stochastic GDA Method With Backtracking For Solving Nonconvex Concave Minimax Problems.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning A Stochastic GDA Method With Backtracking For Solving Nonconvex Concave Minimax Problems

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:36.571162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:36.571162Z digest=sha256:28edd1b0d2bc75439bf82ffe1e6b025fa129d1ecae79e14095387f91cec97d37

Observation b3aee295-f408-4a81-8940-f7a5063ce0ef · outbound

This paper cites AGDA+: Proximal Alternating Gradient Descent Ascent Method with a Nonmonotone Adaptive Step-Size Search for Nonconvex Minimax Problems.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning AGDA+: Proximal Alternating Gradient Descent Ascent Method with a Nonmonotone Adaptive Step-Size Search for Nonconvex Minimax Problems

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:36.638476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:36.638476Z digest=sha256:9a461640acc1ce20d78bc6e1c039ea1f79bdac54ccef3d188fe9d1cea922f8aa

Observation 693de3e6-4056-4be1-8151-36efa8751f95 · outbound

This paper cites ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:36.718362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:36.718362Z digest=sha256:de3282642ebe7695702fddf1cdc919b02e087828dab38a48cd81bb7e7c2a318d

Observation e2b52bf1-f0dc-40be-9e81-afd2311ffa16 · outbound

This paper cites Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:36.793156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:36.793156Z digest=sha256:75091e3cb6426f61b1bbe66b76bed0fcb74152baf0cf8b203cd57ab0228dc3fd

Observation 23d02d16-9100-4cc7-a00e-15b6ad252bcf · outbound

This paper cites ComposerX: Multi-Agent Symbolic Music Composition with LLMs.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning ComposerX: Multi-Agent Symbolic Music Composition with LLMs

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:36.871587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:36.871587Z digest=sha256:baa38a8dcc4088fa3c1e2ca14e2ab2ea38b5920e8932d46d388e09ff6ac985c4

Observation eb208a1c-5d44-49bc-a642-ae1bbdfd7f38 · outbound

This paper cites From Critique to Clarity: A Pathway to Faithful and Personalized Code Explanations with Large Language Models.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning From Critique to Clarity: A Pathway to Faithful and Personalized Code Explanations with Large Language Models

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:36.957549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:36.957549Z digest=sha256:c9b8cf2dea9b26782b4fa4f605ea20f4e8663aae77262f1e64d857f07f249b3f

Observation 00f83086-ac11-4b3f-b325-4b29db68a4ff · outbound

This paper cites Towards Foundation-model-based Multiagent System to Accelerate AI for Social Impact.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Towards Foundation-model-based Multiagent System to Accelerate AI for Social Impact

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-07T05:38:37.063748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:38:37.063748Z digest=sha256:a9ab4108d19aff455e914a4780a24f3c01a556e13cc7b2fbef1b0eac383823fa

Observation b25afc97-04b1-4aef-abee-afa0a44aa6be · outbound

This paper cites Faithfulpersona: Balancing faithfulness and personalization in code explanations through self-critique,.

An Intelligent Fault Self-Healing Mechanism for Cloud AI Systems via Integration of Large Language Models and Deep Reinforcement Learning Faithfulpersona: Balancing faithfulness and personalization in code explanations through self-critique,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:38:37.622928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T05:38:37.134427Z digest=sha256:0a40c82c7220af4d0b0267b7b6b8212b398dc001ad08adcaa49a4f61e868e4bb

Pith citing papers

No inbound Pith citation observations are available.