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Paper Citation Record · LEDGER

MAD-TD: Model-Augmented Data stabilizes High Update Ratio RL

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2410.08896.

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

pith.paper-citation-record.v1
2410.08896 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T12:32:20.142069Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T04:39:11.292081Z

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 e034f50a-2aff-4ba1-806d-58df997a9bee · inbound

Scaling Off-Policy Reinforcement Learning with Batch and Weight Normalization cites this paper.

Scaling Off-Policy Reinforcement Learning with Batch and Weight Normalization MAD-TD: Model-Augmented Data stabilizes High Update Ratio RL

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-08T12:32:20.142069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T12:32:20.142069Z digest=sha256:1a26a5143591040fd7c288433d1a09d9a65ede7dc1f89940bf66ad61dd42be6b

Observation 7141075c-d58a-45f0-8b00-941519ddc798 · inbound

Scaling DRL for Decision Making: A Survey on Data, Network, and Training Budget Strategies cites this paper.

Scaling DRL for Decision Making: A Survey on Data, Network, and Training Budget Strategies MAD-TD: Model-Augmented Data stabilizes High Update Ratio RL

Reference 50

Resolution
verified exact
local_arxiv, observed 2026-08-06T04:39:11.383388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T04:39:08.410191Z digest=sha256:853ba5deca6b5b816f6dafc99db3666e984fb466ecd0aa38b0fbe582901548d9