Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2504.05339.
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
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:53:20.358295Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T23:34:19.316875Z
0 of 0 outbound references displayed
External citation measurements
No source-named external measurement is stored.
No outbound reference observations are available for this paper version.
Observation c0450736-3660-444e-9301-faa1ea828c0b · inbound
Curriculum Guided Reinforcement Learning for Efficient Multi Hop Retrieval Augmented Generation Optimized Path Planning for Logistics Robots Using Ant Colony Algorithm under Multiple Constraints
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd1b3184-860c-4d4f-a586-c41ee7b9cac2 · inbound
LLM-Driven E-Commerce Marketing Content Optimization: Balancing Creativity and Conversion Optimized Path Planning for Logistics Robots Using Ant Colony Algorithm under Multiple Constraints
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7cf9a305-c773-4fa8-bc6c-c721c800a46d · inbound
DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA Optimized Path Planning for Logistics Robots Using Ant Colony Algorithm under Multiple Constraints
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7d30f64-c370-45fb-b575-c33790cb8cd7 · inbound
Research on Personalized Financial Product Recommendation by Integrating Large Language Models and Graph Neural Networks Optimized Path Planning for Logistics Robots Using Ant Colony Algorithm under Multiple Constraints
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f4dd720-da27-421d-b6b9-efee341a21bc · inbound
Research on E-Commerce Long-Tail Product Recommendation Mechanism Based on Large-Scale Language Models Optimized Path Planning for Logistics Robots Using Ant Colony Algorithm under Multiple Constraints
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aec500b5-627c-47bb-b2ef-ac20609afbae · inbound
Deep Learning Model Acceleration and Optimization Strategies for Real-Time Recommendation Systems Optimized Path Planning for Logistics Robots Using Ant Colony Algorithm under Multiple Constraints
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92ef82df-1359-4b8d-a8d8-e7e1e6d024c9 · inbound
Research on Model Parallelism and Data Parallelism Optimization Methods in Large Language Model-Based Recommendation Systems Optimized Path Planning for Logistics Robots Using Ant Colony Algorithm under Multiple Constraints
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9819a54e-4e5b-40d4-84c9-ecfaac25c788 · inbound
Research on Low-Latency Inference and Training Efficiency Optimization for Graph Neural Network and Large Language Model-Based Recommendation Systems Optimized Path Planning for Logistics Robots Using Ant Colony Algorithm under Multiple Constraints
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.