Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T19:17:00.683100Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 12 inbound Pith citation observations for arXiv:2506.17419.
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 2026-08-15T19:17:00.683100Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T10:10:55.339700Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T03:39:30.656744Z
44 of 44 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation b8476c3e-212f-4594-97cf-a2dfbb875ad8 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making write newline
Reference 1
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Unavailable: canonical work link unavailable.
Observation 0d7b42ad-deeb-4915-9677-871c91961f6c · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making GPT-4 Technical Report
Reference 2
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Observation 40e8a6d1-dc91-4263-8cc7-410eb534c813 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making ReST meets ReAct: Self-Improvement for Multi-Step Reasoning LLM Agent
Reference 3
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Observation 0e59de79-1baf-40f4-bb69-8e597b749933 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Language models are few-shot learners
Reference 4
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Unavailable: canonical work link unavailable.
Observation b7a25ea9-16bd-4b7c-94d6-80424a2173aa · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making INSIDE: LLMs' Internal States Retain the Power of Hallucination Detection
Reference 5
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Unavailable: canonical work link unavailable.
Observation 52c1ef42-5231-4e0b-b5fb-99f285fb07ff · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Elements of information theory
Reference 6
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Observation 2f9a0ce4-e7e9-49fe-ade6-ea14747d7ebe · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making DeepSeek-V3 Technical Report
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a30363c-25c8-4b09-8243-11ab125ffbf3 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making A survey of embodied ai: From simulators to research tasks
Reference 8
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Unavailable: canonical work link unavailable.
Observation 08497336-4e08-41e9-a510-7bd91c88c2c6 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Shifting attention to relevance: Towards the predictive uncertainty quantification of free-form large language models
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 043f886a-bdbf-46ce-a87d-4f9d46d3b416 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making GTBench: Uncovering the Strategic Reasoning Limitations of LLMs via Game-Theoretic Evaluations
Reference 10
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Unavailable: canonical work link unavailable.
Observation f5f1dea5-aa71-473b-bf2e-6670e10e56dd · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Fomicheva, Shuo Sun, Lisa Yankovskaya, F
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ff876e01-b223-4382-9bdf-faa4498f4540 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making A survey of uncertainty in deep neural networks
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d2a4626-6577-4072-826d-b2aa7b3df6dc · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Did aristotle use a laptop? a question answering benchmark with implicit reasoning strategies
Reference 13
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Unavailable: canonical work link unavailable.
Observation fd22919a-2694-46d3-b867-a1426ea9cdb7 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ecb2267-cd50-45ef-84ab-fff6acecbed4 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Towards Mitigating Hallucination in Large Language Models via Self-Reflection
Reference 15
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Observation d7e0c224-2b74-4433-ae3f-7fe787f609f8 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Estimating mutual information
Reference 16
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Unavailable: canonical work link unavailable.
Observation 0248b16f-2f52-4f54-8211-6ec8cc69d241 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Semantic uncertainty: Linguistic invariances for uncertainty estimation in natural language generation
Reference 17
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Unavailable: canonical work link unavailable.
Observation d11704a9-888d-48b1-8fb5-ea87a7fd1cf2 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Contextualized sequence likelihood: Enhanced confidence scores for natural language generation
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5c8fbfc0-5d63-42a0-a9fa-387e7900b949 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Generating with confidence: Uncertainty quantification for black-box large language models
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c1ad283f-b007-498d-89a8-807162a92c23 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making AgentBench: Evaluating LLMs as Agents
Reference 20
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Unavailable: canonical work link unavailable.
Observation 1d5decc5-0144-430f-9068-90d0de7ecd78 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Aligning Cyber Space with Physical World: A Comprehensive Survey on Embodied AI
Reference 21
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Unavailable: canonical work link unavailable.
Observation b200f899-0f37-45c8-b19f-4f53082f8d53 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Uncertainty estimation in deep learning with application to spoken language assessment
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a34e88ff-260b-4ca0-b72d-69ca1cdce3d6 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Uncertainty Estimation in Autoregressive Structured Prediction
Reference 23
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Unavailable: canonical work link unavailable.
Observation e42bb8e4-e0c3-4605-889b-abd8f49990a8 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Pv-tuning: Beyond straight-through estimation for extreme llm compression
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 116e4b99-8ea9-4bd0-8939-f4f9478524dc · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Accuracy-rejection curves (arcs) for comparing classification methods with a reject option
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c5e3712a-ca16-4fb9-81f7-a09c37eef157 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Kernel language entropy: Fine-grained uncertainty quantification for llms from semantic similarities
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 65274934-74ad-47b3-8178-858fd449ce01 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making ART: Automatic multi-step reasoning and tool-use for large language models
Reference 27
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Unavailable: canonical work link unavailable.
Observation 985f2b01-82d2-4b57-bc40-76775604d2e5 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Semantic Density: Uncertainty Quantification for Large Language Models through Confidence Measurement in Semantic Space
Reference 28
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Unavailable: canonical work link unavailable.
Observation 7f268a95-dbc1-4a15-bcc5-a5137fb1265c · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Gemma 2: Improving Open Language Models at a Practical Size
Reference 29
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Unavailable: canonical work link unavailable.
Observation ed9fb38b-f271-44d2-970c-5776c320de8d · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making thefuzz: Fuzzy string matching in python
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 06b71993-fd8d-4509-9611-bc15144dd724 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Reflexion: Language agents with verbal reinforcement learning
Reference 31
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Unavailable: canonical work link unavailable.
Observation 3f194098-8a1d-42f4-a9b5-aadcec4be506 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning
Reference 32
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Observation 35e02c93-0148-4fa3-8362-a78c6be8aebd · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making A survey on large language model based autonomous agents
Reference 33
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Observation f15d244c-f1a6-4f3d-9d33-1b9263886fb4 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Stepwise Informativeness Search for Efficient and Effective LLM Reasoning
Reference 34
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Observation d2a0c230-48b7-4d02-97ae-b8f721e496d1 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Graph-Augmented Reasoning: Evolving Step-by-Step Knowledge Graph Retrieval for LLM Reasoning
Reference 35
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Unavailable: canonical work link unavailable.
Observation 4b1b3c78-3829-4a36-a922-901b460ceca1 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Qwen2.5 Technical Report
Reference 36
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Unavailable: canonical work link unavailable.
Observation 2a5f197d-0e9c-486a-ab42-c0077bd99375 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering
Reference 37
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Unavailable: canonical work link unavailable.
Observation 7e3d6a56-989d-408b-983d-bbca8bb803e8 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making ReAct: Synergizing Reasoning and Acting in Language Models
Reference 38
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Unavailable: canonical work link unavailable.
Observation 2ddd11b6-fc9f-4052-8f02-b0ea1aa63c9a · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making React: Synergizing reasoning and acting in language models
Reference 39
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Unavailable: canonical work link unavailable.
Observation 17489cee-019c-4596-b7d0-0e8328440e1c · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Reasoning in flux: Enhancing large language models reasoning through uncertainty-aware adaptive guidance
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 44f49be9-1087-446c-833d-dafb6e3a33f8 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making Large language models for robotics: A survey
Reference 41
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Unavailable: canonical work link unavailable.
Observation 056a7583-e47f-4ba1-9f39-faa4da6935db · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making SAUP: Situation Awareness Uncertainty Propagation on LLM Agent
Reference 42
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Observation 293a1ddd-499c-4074-b4c2-089913a5722e · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making A Survey of Large Language Models
Reference 43
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Unavailable: canonical work link unavailable.
Observation 7db9e6b0-d1c5-4726-914f-77c58d6c5619 · outbound
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making A Survey of Large Language Models in Medicine: Progress, Application, and Challenge
Reference 44
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Unavailable: canonical work link unavailable.
Observation 70481780-b179-421e-87ea-50ab7b7e07f2 · inbound
Uncertainty Quantification for Retrieval-Augmented Reasoning UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making
Reference 12
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Unavailable: canonical work link unavailable.
Observation a5da0a5a-1021-410c-bd1f-8a99848b54ba · inbound
LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making
Reference 4
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Unavailable: canonical work link unavailable.
Observation dd5f6a72-650a-49a4-b964-bf82c070f30c · inbound
IUQ: Interrogative Uncertainty Quantification for Long-Form Large Language Model Generation UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 694325d6-6f72-4196-8343-70a81230882f · inbound
Uncertainty Propagation in LLM-Based Systems UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d6ee478c-0d33-46d2-b74f-66c82d0dfd3a · inbound
Rewarding Beliefs, Not Actions: Consistency-Guided Credit Assignment for Long-Horizon Agents UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1e1b8b03-6ed2-4b02-b2b8-bb850e08f5f9 · inbound
Why Semantic Entropy Fails: Geometry-Aware and Calibrated Uncertainty for Policy Optimization UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d52086aa-c165-4664-a423-08efb5bd4120 · inbound
Proper Scoring Rules for Agentic Uncertainty Quantification UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation cabc3a96-2d7b-4e52-bd6c-1b0d54022f97 · inbound
Exploring Agentic Tool-Calling Decisions via Uncertainty-Aligned Reinforcement Learning UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 76e696d1-f3ef-41f2-8b88-9975858ba3a0 · inbound
A Systematic Evaluation of Black-Box Uncertainty Estimation Methods for Large Language Models UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making
Reference 83
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3c7e009f-919b-45e5-80b7-64b1da71c3d3 · inbound
Confidence Laundering in Agent Systems: Why Uncertainty Needs a Latent Carrier UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 138debeb-d0b0-4bd4-9c9a-a2b8dce2f5f0 · inbound
Bayesian Uncertainty Propagation for Agentic RAG Pipelines: A Proof-of-Concept Study on Multi-Hop Question Answering UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 69d8b6d9-9840-4ef1-a208-368e484192fb · inbound
Runtime Uncertainty Monitoring for LLM-Based Multi-Agent Systems Using Bayesian Networks UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.