Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T19:59:17.520796Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 98 of 98 outbound references and 0 inbound Pith citation observations for arXiv:2509.08950.
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 2026-08-04T19:59:17.520796Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
98 of 98 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 44dd6164-97e7-499a-801b-7b80549e898b · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities The role of learning in returns to college major: evidence from 2.8 million reviews of 150,000 professors,
Reference 1
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Observation 9855927d-b86e-403c-9eaa-0e8ccc1b3f45 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Unresolved cited work
Reference 2
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Observation 2d2cbcfe-cd25-45b4-aa1f-89abedbc7638 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Cognitive load theory, educational research, and instructional design: Some food for thought,
Reference 3
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Observation 410581ce-4123-4f7c-be6c-12d9260ca3aa · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities The flipped classroom: A review of its advantages and challenges,
Reference 4
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Observation c5cc9782-407c-4960-ab1c-7147636d47ff · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities The flipped classroom: A survey of the research,
Reference 5
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Observation 0e0691f4-0880-4baa-bd7a-285ba21ca6d2 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities The flipped classroom in engineering education: A survey of the research,
Reference 6
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Observation 692d4dd4-81bf-488c-9ae1-e604e5c146d8 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Flipping signal-processing instruction [sp education],
Reference 7
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Observation a70ffbf2-e31e-4ea6-b0be-91d338e2a62d · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities GPT-4 — Wikipedia, the free encyclopedia,
Reference 8
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Observation be773d9c-a6cd-4332-8f54-ad6ba8fe1d80 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Unresolved cited work
Reference 9
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Observation 481ec1a3-2a60-4817-b1bb-609b9b6721b8 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Scientific discovery in the age of artificial intelligence,
Reference 10
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Observation 31e9b014-9b2a-447f-ac48-8955bebd9768 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Leandojo: Theorem proving with retrieval-augmented language models,
Reference 11
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Observation d9b7b70c-8fdd-44e0-a54d-f2991e17228a · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Highly accurate protein structure prediction with AlphaFold,
Reference 12
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Observation eb0d85a5-e7fa-407a-af02-bd118df037af · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Artificial intelligence in drug discovery and development,
Reference 13
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Observation 83630fc9-704f-4087-8abd-9ffaa9b3f238 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities 6g wireless communication systems: Applications, requirements, technologies, challenges, and research directions,
Reference 14
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Observation 62ae5502-e0c3-49d9-9f30-ab285709c049 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Trust in artificial intelligence: A global study,
Reference 15
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Observation cb597832-6b40-450b-9f39-693e6d10701a · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Systematic review of research on artificial intelligence applications in higher education,
Reference 16
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Observation 315639ef-92bb-4599-bf0c-68df903c5663 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Luckin,Machine learning and human intelligence: The future of education for the 21st century
Reference 17
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Observation 031c2bf0-1609-411e-965e-2c504f088fa5 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Holmes, M
Reference 18
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Observation e381527a-5a05-4ef1-8eb5-560a9a09baf9 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities The impact of intelligent tutoring systems on student learning,
Reference 19
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Observation 51f14378-ea96-46cb-996c-302bd87bcb00 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities How effective is online learning? evidence from a large-scale study of k-12 students,
Reference 20
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Observation d046f81f-9253-4d12-a12a-5dd59746c995 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Unresolved cited work
Reference 21
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Observation f6a8574b-e076-4491-942e-aa268e555354 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities How artificial intelligence is transforming the future of education,
Reference 22
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Observation bc262b67-52d5-4009-ab51-8b575fc42c17 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Counterfactual fairness,
Reference 23
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Observation 4e3188b4-f87f-4842-89b5-8d14c4279d35 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Fairness through awareness,
Reference 24
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Observation 94999fe7-04df-4fd3-95b6-53c2ed7aaa73 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Equality of opportunity in supervised learning,
Reference 25
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Observation 86687239-0188-4963-966d-24fe68ddda09 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Selwyn,Education and technology: Key issues and debates
Reference 26
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Observation b313e3cc-338d-475e-be72-3378b5f6bf43 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Graph Machine Learning in the Era of Large Language Models (LLMs)
Reference 27
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Observation 433384d8-1280-474f-b8eb-6f22e45a88a1 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Graph Learning in the Era of LLMs: A Survey from the Perspective of Data, Models, and Tasks
Reference 28
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Observation dc61ad3c-749e-43ec-a539-ba53f1723def · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities A comprehensive survey on graph neural networks,
Reference 29
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Observation b8faec83-ce7f-4854-9364-94f7069ed41b · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Semi-supervised classification with graph convolutional networks,
Reference 30
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Observation 73914431-0065-4e75-9b4d-517eb3a4539b · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Graph neural networks: A review of methods and applications,
Reference 31
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Observation 58ab2669-b57d-484a-9c09-bb9a6365ea21 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Gnnexplainer: Generating explanations for graph neural networks,
Reference 32
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Observation 078a76be-4ca3-4219-aaeb-9dac661b3a9b · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Demystifying and mitigating bias for node representation learning,
Reference 33
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Observation cb4d1afb-5d00-4afb-a671-130e73e6cc40 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Fair contrastive learning on graphs,
Reference 34
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Observation 864b125d-c154-4108-928d-a9b9e4a70e0d · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Fast&fair: Training acceleration and bias mitigation for GNNs,
Reference 35
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Observation 9f7668f0-1230-4a14-b7d8-777c59325a6a · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Fast&fair: Training acceleration and bias mitigation for gnns,
Reference 36
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Observation 7600a5db-252f-4191-9bc4-e595375ba1f8 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities FairGAT: Fairness-aware graph attention networks,
Reference 37
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Observation 62ecf8ca-bf34-4e3e-9c2f-042e5e49c983 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Fairness-Aware Graph Filter Design
Reference 38
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Observation e744883a-6e3a-4412-8d51-6b07201d674b · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Fairwire: Fair graph generation,
Reference 39
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Observation 526e3ca0-f70f-4f63-82c1-feb794ef5137 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities DP-FT: A differential privacy graph generation with field theory for social network data release,
Reference 40
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Observation 4687430f-f1b1-46ec-a8c7-25d346673cbf · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Generative pretrained autoregressive transformer graph neural network applied to the analysis and discovery of novel proteins,
Reference 41
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Observation e10f8900-73c3-43b8-9c35-15c251da2b6c · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Graph generation with prescribed feature constraints,
Reference 42
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Observation f7bd505e-23dd-47f7-904b-911df0154af9 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities GraphGPT: Generative Pre-trained Graph Eulerian Transformer
Reference 43
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Observation 1f1ca3f1-af6b-4aa5-a7dd-b223b63060a9 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities The challenge of using llms to simulate human behavior: A causal inference perspective,
Reference 44
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Observation 198ac7a1-efeb-41b0-921d-385edc2ff28c · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Causal Inference with Large Language Model: A Survey
Reference 45
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Observation 8415a655-3f8a-4e64-a407-b78ec110988b · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Large Language Models and Causal Inference in Collaboration: A Survey
Reference 46
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Observation e4319c4d-8555-4ee0-947a-bd696ac60169 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Pearl,Causality: Models, reasoning, and inference
Reference 47
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Observation 14ed090c-1507-42f0-8e16-e9575579108b · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Unresolved cited work
Reference 48
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Observation fe6273a9-a64e-453a-af7c-1fc5891f2f6f · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Topology identification and learning over graphs: Accounting for nonlinearities and dynamics,
Reference 49
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Observation 5250f112-b81a-40db-a225-0fe2bb54e58d · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Kernel-based structural equation models for topology identification of directed networks,
Reference 50
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Observation badc6e92-5516-469a-a22d-5799449b21d0 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Simulating Classroom Education with LLM-Empowered Agents
Reference 51
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Observation 7d2cda19-3588-4ea9-bd30-bac0bad81db3 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Large Language Models for Education: A Survey
Reference 52
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Observation 19d00570-19a7-44fd-8c96-ce9c8df50067 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities On faithfulness and factuality in abstractive summarization,
Reference 53
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Observation 753b6b80-3cfe-4415-b7f8-7925c1f678d0 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Hallucinations in llms: Understanding and addressing challenges,
Reference 54
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Observation 03745c43-729a-477b-9e1e-68046bb7756b · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Risks of AI Scientists: Prioritizing Safeguarding Over Autonomy
Reference 55
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Observation d9b2f448-0186-4568-8dc6-11e87038b0ca · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities The problems of llm-generated data in social science research,
Reference 56
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Observation d2e4add2-c5be-4d1f-9451-aae1ca65922a · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities What future do we want with artificial intelligence?
Reference 57
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Observation 02c1542f-9ecc-437e-964c-95d35a274c39 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Unlocking the power of chatgpt: A framework for applying generative ai in education,
Reference 58
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Observation b13b5690-b8f9-474c-8b57-04db6c6f412d · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Ai in education: The problem with hallucinations,
Reference 59
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Observation b2e3cdd1-2295-41d5-979f-dabd2be36155 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Controlled hallucinations: Learning to generate faithfully from noisy data,
Reference 60
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Observation d0e8ca7b-987b-4ce4-9958-e91fbba3bfe8 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization
Reference 61
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Observation 411553c1-5093-4fe1-85b2-9af73faeaeb3 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Entity-based knowledge conflicts in question answering,
Reference 62
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Observation 465271e5-3551-46ff-bb2b-6c4263514788 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Survey of hallucination in natural language generation,
Reference 63
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Observation 1c07c32e-ccba-4ad6-9926-5d0fe9a7b4be · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions,
Reference 64
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Observation 5de9d50c-0b56-4583-ae1a-bbe5bf2dc476 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities BatGPT: A Bidirectional Autoregessive Talker from Generative Pre-trained Transformer
Reference 65
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Observation 9e4587fc-07d6-4977-9515-0c1e52f7c3f3 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Lost in the middle: How language models use long contexts,
Reference 66
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Observation c145c73e-073d-4355-9808-b910b3455b99 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities In-context pretraining: Language modeling beyond document boundaries,
Reference 67
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Observation 34df018a-e69b-4702-b86e-f687a3bdc460 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Simple synthetic data reduces sycophancy in large language models,
Reference 68
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Observation 020e2a94-690e-4ae2-82eb-aa189dbe0b4c · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities In-context retrieval-augmented language models,
Reference 69
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Observation 34c443d4-c9f0-4ab8-94ce-ce667767cf52 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Knowledge-augmented language model prompting for zero-shot knowledge graph question answering,
Reference 70
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Observation 4f443c68-4246-4db0-9b3d-19063fce68be · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities MindMap: Knowledge graph prompting sparks graph of thoughts in large language models,
Reference 71
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Observation ec85c05e-d8b4-4342-a533-5c4df4dab4ef · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Rethinking with Retrieval: Faithful Large Language Model Inference
Reference 72
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Observation 91b9d48e-07b6-45fa-8ae8-0e9395721550 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Interleaving retrieval with chain-of-thought reasoning for knowledge-intensive multi-step questions,
Reference 73
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Observation 2d17ddfc-f316-4124-870b-641e345f4577 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities ReAct: Synergizing Reasoning and Acting in Language Models
Reference 74
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Observation aab6e016-ce43-4694-ac93-f8af998a19aa · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Enhancing retrieval-augmented large language models with iterative retrieval-generation synergy,
Reference 75
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Observation 83cf8fc8-0110-426a-9f1f-909c20297ae8 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Active retrieval augmented generation,
Reference 76
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Observation d38975e6-fa73-4ca2-9a67-30236be56c10 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities LLMs Will Always Hallucinate, and We Need to Live With This
Reference 77
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Observation 24817516-c4d9-4e8c-b1de-4dedf550e8ac · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Trusting your evidence: Hallucinate less with context-aware decoding,
Reference 78
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Observation 9622ab6d-a5af-41ea-a760-bf81bfac22eb · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities RARR: Researching and revising what language models say, using language models,
Reference 79
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Observation 3a06ed0e-2ee0-412e-ade3-a1e0af3d1ee8 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Chain of Natural Language Inference for Reducing Large Language Model Ungrounded Hallucinations
Reference 80
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Observation 93c66ef7-b345-48d8-bda1-a489dc411533 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Unresolved cited work
Reference 81
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Observation b886f166-0c36-4383-a0b1-ef242f053d18 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Shortcutted commonsense: Data spuriousness in deep learning of commonsense reasoning,
Reference 82
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Observation 90451158-3f6e-49c3-bf19-555c0ec825de · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities SCOTT: Self-consistent chain-of-thought distillation,
Reference 83
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Observation 78245064-7b0d-43cb-8b11-76680c1b5195 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Making reasoning matter: Measuring and improving faithfulness of chain- of-thought reasoning,
Reference 84
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Observation 2ae65ba5-d4b4-494b-bf7d-19e8867c1b75 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Faithful logical reasoning via symbolic chain-of-thought,
Reference 85
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Observation bc2f0e4a-9629-41bb-964a-d6a28e6f4356 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Efficient hyperparameter tuning for predicting student performance with Bayesian optimization,
Reference 86
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Observation 9ebcb68e-a040-4366-8277-dbc740a6b010 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Pre-train, prompt, and predict: A systematic survey of prompting methods in natural language processing,
Reference 87
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Observation 2f67e690-0103-461f-bcf1-eca8462e1c6d · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Garnett,Bayesian Optimization
Reference 88
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Observation 2af7b094-ce78-434c-be16-64f6bd589bc9 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Unresolved cited work
Reference 89
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Observation 3f3dab64-f38e-4880-ac6c-fd1184db8acb · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models
Reference 90
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Observation 105ce81b-3aa7-49d1-acf9-6d0c0e6c5e23 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Use your INSTINCT: INSTruction optimization for LLMs usIng Neural bandits coupled with Transformers,
Reference 91
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Observation ca43169d-8051-409d-a5af-19ee06280357 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Bayesian optimization in a billion dimensions via random embeddings,
Reference 92
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Observation 45bd652f-c2b3-4e1e-b4e3-2aa4278e5e83 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Surrogate modeling for Bayesian optimization beyond a single Gaussian process,
Reference 93
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Observation 6363357b-d806-44f7-aeb5-c69ff2b79d80 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Bayesian optimization with ensemble learning models and adaptive expected improvement,
Reference 94
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Observation 817e95e2-066b-46db-9f69-96c35017a432 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Prompt Optimization with Human Feedback
Reference 95
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Observation e093d5fc-f875-4750-9f39-3f65e06dfdfe · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Signal processing with AI,
Reference 96
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Observation 430df0bd-6cbb-464a-90cb-a0db78ca7e47 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities Five levels of intelligent textbooks,
Reference 97
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Observation b6c1bd83-5fb6-485b-801e-8053c56a7a70 · outbound
Deploying AI for Signal Processing education: Selected challenges and intriguing opportunities The pagerank citation ranking: Bringing order to the web
Reference 98
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No inbound Pith citation observations are available.