Paper Citation Record · LEDGER

Beyond Predefined Learning Objects: A Thinking-Learning Interaction Model for Up-to-Date Autonomous Robot Learning

As of 21 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2605.23987.

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

pith.paper-citation-record.v1
2605.23987 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T19:36:18.025270Z

measured 14 of 14 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

14 of 14 outbound references displayed

verified exact3
verified fuzzy11
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation da19e04d-f33b-4b1a-964d-61b0f6febf54 · outbound

This paper cites Llm-driven adaptive autonomous robot navigation via multimodal fusion for diverse environ- ments,.

Beyond Predefined Learning Objects: A Thinking-Learning Interaction Model for Up-to-Date Autonomous Robot Learning Llm-driven adaptive autonomous robot navigation via multimodal fusion for diverse environ- ments,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T23:44:22.488620Z

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.

Observation 0764beef-8e22-4415-882a-6f768bd6dcfc · outbound

This paper cites Agentic llm-based robotic systems for real-world applications: a review on their agenticness and ethics,.

Beyond Predefined Learning Objects: A Thinking-Learning Interaction Model for Up-to-Date Autonomous Robot Learning Agentic llm-based robotic systems for real-world applications: a review on their agenticness and ethics,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T23:44:22.486571Z

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.

Observation 294ca098-1a24-4a1d-a5ef-1e8c1548d77e · outbound

This paper cites Continual lifelong learning with neural networks: A review,.

Beyond Predefined Learning Objects: A Thinking-Learning Interaction Model for Up-to-Date Autonomous Robot Learning Continual lifelong learning with neural networks: A review,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T23:44:22.490533Z

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.

Observation 95f63f4d-139d-40c9-8acc-d494981d5802 · outbound

This paper cites A contin- ual learning survey: Defying forgetting in classification tasks,.

Beyond Predefined Learning Objects: A Thinking-Learning Interaction Model for Up-to-Date Autonomous Robot Learning A contin- ual learning survey: Defying forgetting in classification tasks,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T23:44:22.492467Z

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.

Observation efc17f2d-14c6-4c5e-94bb-7246c73cf03b · outbound

This paper cites Towards open world object detection,.

Beyond Predefined Learning Objects: A Thinking-Learning Interaction Model for Up-to-Date Autonomous Robot Learning Towards open world object detection,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T23:44:22.494325Z

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.

Observation b62e45c2-c0d8-443e-b588-f41f520e3a58 · outbound

This paper cites So You Think You Can Scale Up Autonomous Robot Data Collection?.

Beyond Predefined Learning Objects: A Thinking-Learning Interaction Model for Up-to-Date Autonomous Robot Learning So You Think You Can Scale Up Autonomous Robot Data Collection?

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-06-30T19:45:01.170297Z

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.

Observation 6d4ac2f5-dbf5-475a-81a1-9e6f4a5a0ef1 · outbound

This paper cites Autort: Embodied foundation models for large scale orchestration of robotic agents.

Beyond Predefined Learning Objects: A Thinking-Learning Interaction Model for Up-to-Date Autonomous Robot Learning Autort: Embodied foundation models for large scale orchestration of robotic agents

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-06-30T19:45:01.173270Z

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.

Observation 44dd06bf-16e8-4cca-8f4c-be2790b53302 · outbound

This paper cites A comprehensive overview of large language models,.

Beyond Predefined Learning Objects: A Thinking-Learning Interaction Model for Up-to-Date Autonomous Robot Learning A comprehensive overview of large language models,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T23:44:22.479984Z

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.

Observation 58a81923-73fa-4381-8b20-7669caceea0f · outbound

This paper cites Do as i can, not as i say: Grounding language in robotic affordances,.

Beyond Predefined Learning Objects: A Thinking-Learning Interaction Model for Up-to-Date Autonomous Robot Learning Do as i can, not as i say: Grounding language in robotic affordances,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T23:44:22.482092Z

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.

Observation cb8b9122-3341-4d97-8ef4-dd603d57eb52 · outbound

This paper cites Code as policies: Language model programs for embodied control.

Beyond Predefined Learning Objects: A Thinking-Learning Interaction Model for Up-to-Date Autonomous Robot Learning Code as policies: Language model programs for embodied control

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T23:44:22.473980Z

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.

Observation ce764278-a722-43fd-978c-bc6e3757cc70 · outbound

This paper cites A survey on integration of large language models with intelligent robots.

Beyond Predefined Learning Objects: A Thinking-Learning Interaction Model for Up-to-Date Autonomous Robot Learning A survey on integration of large language models with intelligent robots

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T23:44:22.477963Z

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.

Observation d16ca605-71de-42bf-8926-e86ba59311ad · outbound

This paper cites Large language models for robotics: Opportunities, challenges, and perspectives.

Beyond Predefined Learning Objects: A Thinking-Learning Interaction Model for Up-to-Date Autonomous Robot Learning Large language models for robotics: Opportunities, challenges, and perspectives

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T23:44:22.484468Z

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.

Observation 8a5c9dad-96c5-4f53-bedb-6b90b39ac5e8 · outbound

This paper cites Rt-2: Vision-language-action models transfer web knowledge to robotic control.

Beyond Predefined Learning Objects: A Thinking-Learning Interaction Model for Up-to-Date Autonomous Robot Learning Rt-2: Vision-language-action models transfer web knowledge to robotic control

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-07-07T23:44:22.475923Z

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.

Observation e1f7f99f-9f36-4536-aee3-69bb16469e0d · outbound

This paper cites Voyager: An Open-Ended Embodied Agent with Large Language Models.

Beyond Predefined Learning Objects: A Thinking-Learning Interaction Model for Up-to-Date Autonomous Robot Learning Voyager: An Open-Ended Embodied Agent with Large Language Models

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-06-30T19:45:01.172671Z

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.

Pith citing papers

No inbound Pith citation observations are available.