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Paper Citation Record · LEDGER

How Difficulty-Aware Staged Reinforcement Learning Enhances LLMs' Reasoning Capabilities: A Preliminary Experimental Study

As of 23 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2504.00829.

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

pith.paper-citation-record.v1
2504.00829 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:39:31.163919Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T22:27:26.000812Z

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 bc86f213-65c2-4fee-b7ac-69a832b05c3a · inbound

DeepDistill: Enhancing LLM Reasoning Capabilities via Large-Scale Difficulty-Graded Data Training cites this paper.

DeepDistill: Enhancing LLM Reasoning Capabilities via Large-Scale Difficulty-Graded Data Training How Difficulty-Aware Staged Reinforcement Learning Enhances LLMs' Reasoning Capabilities: A Preliminary Experimental Study

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-16T10:39:31.163919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:39:31.163919Z digest=sha256:c8e03cc03bc2d9c0ac887061c4e37c929fdc89470ddb09ae547dcd8e13bd2457

Observation efd4feab-0cce-4f40-be27-6652d92b3363 · inbound

Verifying Meta-Awareness via Predictive Rewards in Reasoning Models cites this paper.

Verifying Meta-Awareness via Predictive Rewards in Reasoning Models How Difficulty-Aware Staged Reinforcement Learning Enhances LLMs' Reasoning Capabilities: A Preliminary Experimental Study

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-15T15:50:30.575386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T15:50:30.575386Z digest=sha256:a59595c032e271a3065f462b9c7f8727ad72e28047a44ee470372e451e4c1102

Observation e2abea4e-c79c-4959-a195-af7f96679c08 · inbound

Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals cites this paper.

Clipping Bottleneck: Stabilizing RLVR via Stochastic Recovery of Near-Boundary Signals How Difficulty-Aware Staged Reinforcement Learning Enhances LLMs' Reasoning Capabilities: A Preliminary Experimental Study

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-22T07:51:15.808337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-22T07:50:44.907952Z digest=sha256:439a2c96c5a5d441f990f2b3a6a2270a10e91ae1851961d80b632e7a19bd1cce

Observation 5d70f892-3651-41a9-b832-f35b581bb70e · inbound

Adaptive Loss Balancing for Noise-Robust GRPO in Generative Recommendation cites this paper.

Adaptive Loss Balancing for Noise-Robust GRPO in Generative Recommendation How Difficulty-Aware Staged Reinforcement Learning Enhances LLMs' Reasoning Capabilities: A Preliminary Experimental Study

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-07-02T22:27:26.002597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-06-27T18:53:53.799088Z digest=sha256:418921cf88e94fd5fbd7330576dd16625f777905d7c8085a58f1f0fc268823e0