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Paper Citation Record · LEDGER

Towards Generalizable Agents in Text-Based Educational Environments: A Study of Integrating RL with LLMs

As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2404.18978.

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

pith.paper-citation-record.v1
2404.18978 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:20:37.798716Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-04T20:49:38.619462Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 2fdf5f29-3fa4-413e-bc5b-f9b704fca44a · inbound

TutorGym: A Testbed for Evaluating AI Agents as Tutors and Students cites this paper.

TutorGym: A Testbed for Evaluating AI Agents as Tutors and Students Towards Generalizable Agents in Text-Based Educational Environments: A Study of Integrating RL with LLMs

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-16T04:20:37.798716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T04:20:37.798716Z digest=sha256:bce920216cd32e3a7166f6f49d9b620a9fe7b14772e4e94d1a819f1d63f200a5

Observation c79958e4-97eb-4b50-ab42-9d6571fe08c3 · inbound

Ranking-Based At-Risk Student Prediction Using Federated Learning and Differential Features cites this paper.

Ranking-Based At-Risk Student Prediction Using Federated Learning and Differential Features Towards Generalizable Agents in Text-Based Educational Environments: A Study of Integrating RL with LLMs

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-15T21:38:57.500399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:38:57.500399Z digest=sha256:e9eb2f1bec6113a283f3e440b66dc307a2e6efc75ee495e2ecae9ad8b612a15b

Observation e04ffcf8-cdfd-4dbd-884c-1b5eaac566bd · inbound

Accelerating Reinforcement Learning Algorithms Convergence using Pre-trained Large Language Models as Tutors With Advice Reusing cites this paper.

Accelerating Reinforcement Learning Algorithms Convergence using Pre-trained Large Language Models as Tutors With Advice Reusing Towards Generalizable Agents in Text-Based Educational Environments: A Study of Integrating RL with LLMs

Reference 30

Resolution
verified exact
local_arxiv, observed 2026-08-04T20:49:38.622706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-04T20:49:37.683840Z digest=sha256:55e31f40bf66d1487ebd9951ee107b87ca59f5c178b45b7a7a9501a8d1429eb9