Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T11:38:36.089813Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 100 of 119 outbound references and 6 inbound Pith citation observations for arXiv:2412.15114.
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 2026-08-11T11:38:36.089813Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:34:12.102301Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
100 of 119 outbound references displayed
External citation measurements
2
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Observation 9766f752-4454-4d37-a847-98098de51871 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Unresolved cited work
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72e437b4-813a-4a73-847a-9abc75f32889 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment On the commodi- tization of artificial intelligence,
Reference 2
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Unavailable: canonical work link unavailable.
Observation 7b385aa7-1c6e-4ec8-9940-0ab0bea88547 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Lapan, Deep Reinforcement Learning Hands-On: Apply modern RL methods, with deep Q-networks, value iteration, policy gradients, TRPO, AlphaGo Zero and more
Reference 3
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Unavailable: canonical work link unavailable.
Observation 0cf4a7c3-92d1-4ee9-978a-8cfea57a216c · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment A survey on evaluation of large language models,
Reference 4
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Unavailable: canonical work link unavailable.
Observation 774ac302-7190-4e38-ba4b-e5243c7624ba · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Trading through Earnings Seasons using Self-Supervised Contrastive Representation Learning
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c8915db0-8fa0-4e8c-94e2-63892f56da01 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Deep learning for mobile mental health: Challenges and recent advances,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6f38362-ff6d-47f9-a61a-3a7093848f30 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Audio-based Kinship Verification Using Age Domain Conversion
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9e2ae4e7-0324-40e3-ac1b-b02cf95ae037 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Human-versus artificial intelligence,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6fe51b19-3d87-4568-9141-27a2be59e3dc · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment The intelligence spectrum: Unraveling the path from ani to asi,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06f37531-a72f-4e02-b572-e6a934d67b13 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Creating friendly ai 1.0: The analysis and design of benevolent goal architectures,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4c138d3-18b3-47be-86bf-8e4051dbe05f · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment How Far Are We From AGI: Are LLMs All We Need?
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88c27535-2680-4bbc-853b-dbbbf592ef9a · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment The benefits and risks of artificial general intelligence (agi),
Reference 12
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Unavailable: canonical work link unavailable.
Observation 1eca6332-939a-4fc3-8839-1958902b87f0 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Impossibility and Uncertainty Theorems in AI Value Alignment (or why your AGI should not have a utility function)
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f1e20760-1462-4ce5-be84-b40ba892b440 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Deontology and safe artificial intelligence,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8050b66-a760-46f6-ab96-295f69be3f5e · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment The meme of altruism and degrees of personhood,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b5ed8e1-d1b8-44de-be77-8e94a61d9e5a · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Why friendly ais won’t be that friendly: a friendly reply to muehlhauser and bostrom,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 81ff4ab2-74c8-4a3c-a53d-b7c2c1760731 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Friendly ai will still be our master. or, why we should not want to be the pets of super-intelligent computers,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a79c8c26-bcd1-48e1-b608-6cfbde5e6c0d · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Audio explainable artificial intelli- gence: A review,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f78083d6-f00c-49ce-9046-3b80c2913454 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Smart contract privacy protection using ai in cyber-physical systems: tools, techniques and challenges,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2125391-2f4b-4f3e-94a8-2d59897ef078 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment A survey and guideline on privacy enhancing technologies for collaborative machine learning,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5785b3a4-bbad-40e9-815b-a2ec4f45271a · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Fairness and underspecification in acoustic scene classification: The case for disaggregated evaluations
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 22e238a8-0889-4a72-a4db-bd57ae06b408 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Friendly ai,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7214d0f2-0f65-48e3-bb5f-715b54dc8dec · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Asimov, I, Robot
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f576171-5214-4fef-9c93-37d13cc25822 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment The ethics of ai and robotics: Principles, tools, and issues,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78546b08-3487-4ece-a515-9ed678bc7468 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Asimov’s “three laws of robotics
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ceef64f-ad4f-4517-bc67-030cb571faf3 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment The common good and the egalitarian research imperative,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 41a3b969-ee18-40b4-9d45-f38b08e39148 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Problems with “friendly ai
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 59bca85d-85ba-4c0e-8ef1-fa4d61b78fdf · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Principles alone cannot guarantee ethical ai,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation dcd205b5-907f-4612-9253-48394402d176 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Artificial intelligence as a positive and negative factor in global risk,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 925aa143-4353-46f9-b36b-da92bedd33dc · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment The Case for Animal-Friendly AI
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 54d9f2a0-7304-43bf-a0ea-cca0c17b2741 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Ai ethics: The case for including animals,
Reference 33
Source-reported events for the cited work
correction dated 2022-11-28. Source: crossref record 10.1007/s43681-022-00243-8->10.1007/s43681-022-00187-z:correction, observed 2026-07-11T02:56:02.667445+00:00. This notice travels one citation hop only.
Observation 7d16864c-49f6-4874-b4d2-84cc45227bda · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Coherent extrapolated volition,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37efbae8-01fd-4dc8-b9e2-d5d04c949424 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Corrigi- bility,
Reference 35
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Unavailable: canonical work link unavailable.
Observation 22fb9f41-2583-41bc-959f-1f7f55281df1 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Artificial intelligence, values, and alignment,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57705594-06bb-49e0-8424-a32c7d058fc2 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Research priorities for robust and beneficial artificial intelligence,
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0741857-00a8-44ae-a36c-9f2f9240b3bb · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Russell, Human compatible: AI and the problem of control
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78648253-56ea-426e-a739-888b3f4adaf6 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment The value alignment problem: a geometric approach,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dae66a0a-336e-4622-9673-14ca1a970e50 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Hail mary, value porosity, and utility diversification,
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 482ed6c1-98e0-4850-b809-03fd5dd6320c · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Duty, kant, and deontology,
Reference 41
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Unavailable: canonical work link unavailable.
Observation 8947fe34-d350-437e-8367-d006c59483de · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Kantian Deontology Meets AI Alignment: Towards Morally Grounded Fairness Metrics
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 69e43683-06da-4c50-adca-a3af96e676c8 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Toward non-intuition-based machine and artificial intelligence ethics: A deontological approach based on modal logic,
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e369fc6-34d3-4274-a318-d1c8d960a1bf · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Altruism,
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 300e6d16-dde7-4074-8178-51286250fb43 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Altruistic collective intelligence for the betterment of artificial intelligence,
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24aa64f7-96b8-480e-a562-2d4001fa7855 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment The definition of effective altruism,
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a41f0368-c4b5-42fc-ae1d-ef7758de2618 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Barriers to implication,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5199b8a5-2d75-4f52-9aa0-43dd80fb09de · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment The ethics of artificial intelligence,
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 385ba17b-8f5f-4482-bc57-b6981391c818 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment The ethics of artificial intelligence: Issues and initiatives,
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0986ca51-7f5d-4f4e-adfa-312f531a3a5a · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment A utilitarian paradox,
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b2b51c6-fa46-4241-a358-4f418b8fad1a · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Social robots and the risks to reciprocity,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9544c72e-3bb4-4359-ad25-3a15dcb9a240 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Kant, Groundwork of the Metaphysics of Morals
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d840bf7f-cf84-4e12-a977-574665573227 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Bostrom, Superintelligence: Paths, Dangers, Strategies
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ddaba98-832d-415a-9232-9be30559d60d · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Friendly artificial intelligence: the physics challenge,
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 387e518d-cdbc-43fe-a6bc-5c432cb3e27b · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment The eu approach to ethics guidelines for trustworthy artificial intelligence,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation dfee8792-4f19-4b8c-9312-52524cd62fe5 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Dignum, Responsible artificial intelligence: how to develop and use AI in a responsible way
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation da18efd6-f526-433f-986f-1ee569a71f92 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Principles alone cannot guarantee ethical ai,
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9a8e7d3d-9c4c-4dde-a7f7-9d6921b8ffb5 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Concrete Problems in AI Safety
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 31ceab47-f46c-4e72-85f9-9c3d517e3dea · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Darpa’s explainable artificial intelligence (xai) program,
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 480a8063-dea3-499d-a57c-e3cb2e1205ca · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Explainable Artificial Intelligence for Medical Applications: A Review
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b3d6a5e-a8bd-485f-b6f9-104cb5d4bedd · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment ” why should i trust you?
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f98dcce-e494-4f04-a041-cf17ef6cf307 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Develop- ing the sensitivity of lime for better machine learning explanation,
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation fb07f7e1-3dd2-4500-abbb-a3bbfde4a751 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Shapley values for feature selection: The good, the bad, and the axioms,
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0bec35ba-74f9-4fb0-bfb1-4a538468321c · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Grad-cam: Visual explanations from deep networks via gradient-based localization,
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0517b02b-1086-4a24-b3dc-cfe94e8eee17 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment On pixel-wise explanations for non-linear classifier deci- sions by layer-wise relevance propagation,
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bea70666-3967-4e2d-ae12-7393b12f504b · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment From Attribution Maps to Human-Understandable Explanations through Concept Relevance Propagation
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a38ef666-e0f2-4553-8452-2884abeea4c6 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Privacy-Preserving Machine Learning: Methods, Challenges and Directions
Reference 67
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c122928-10b5-4f47-8dce-546c083d29b6 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment GuardML: Efficient Privacy-Preserving Machine Learning Services Through Hybrid Homomorphic Encryption
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 84cb265b-96dd-4bfb-bc1b-4d50a48c481c · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Federated Learning with Differential Privacy
Reference 69
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4517e002-daae-4bd3-8089-ddf5e730d54e · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Privacy preserving machine learning with federated personalized learning in artificially generated environment,
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f7d043d8-add8-4be4-ac3a-3b90cc1d09d3 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Differential Privacy and Machine Learning: a Survey and Review
Reference 71
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ed57f8fb-8ad2-497e-8e61-2284ebd954f6 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment A novel user centric privacy mech- anism in cyber physical system,
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1925ae57-de17-4f9c-a5cc-bb0c38727c71 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment A survey on bias and fairness in machine learning,
Reference 73
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e4e5bf6-a431-4c35-9614-45cb760b129c · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Enrolment-based personalisation for improving individual-level fairness in speech emotion recognition
Reference 74
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5471de18-f113-4962-b1f2-c6d95e365b4f · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Resampling strategy for mitigating unfairness in face attribute classification,
Reference 75
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 06da6e92-17fd-4b5b-b98b-41ecaacb7539 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment On data augmentation for gan training,
Reference 76
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5f48e87a-2bf0-4324-87ca-71ecadde1df5 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Attainability and optimality: The equalized odds fairness revisited,
Reference 77
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9219b6c9-e561-464f-bdd1-8f566e5c2dd7 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Improving the Fairness of Deep Generative Models without Retraining
Reference 78
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b7e0a28-ae77-4725-9048-15c3158b1b86 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Fairness through awareness,
Reference 79
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 74532e19-e36a-4c2b-b735-be6555ad66e9 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Accurate fairness: Improving individual fair- ness without trading accuracy,
Reference 80
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f17c7a24-f551-45b3-a01a-689033b6b5e1 · outbound
Towards Friendly AI: A Comprehensive Review and New Perspectives on Human-AI Alignment Net benefit, calibration, threshold selection, and training objectives for algorithmic fairness in healthcare,
Reference 81
Source-reported events for the cited work
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