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Paper Citation Record · LEDGER

Breaking the Simplification Bottleneck in Amortized Neural Symbolic Regression

As of 23 August 2026, this Paper Citation Record lists 10 of 10 outbound references and 0 inbound Pith citation observations for arXiv:2602.08885.

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

pith.paper-citation-record.v1
2602.08885 v5

Coverage vector

measured 10 of 10 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T03:11:37.507471Z

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

10 of 10 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved9
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4e716c91-8ee3-422b-aa26-b58dbe8f1d81 · outbound

This paper cites an unresolved cited work.

Breaking the Simplification Bottleneck in Amortized Neural Symbolic Regression Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-03T03:11:37.493058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:11:37.493058Z digest=sha256:869b8ea8690c128e0cd62397d64ec841d36ae9ea1547daf1b6f1271c3ce4bc50

Observation fad9c3c1-02b2-48d7-8cfb-50378fc68619 · outbound

This paper cites an unresolved cited work.

Breaking the Simplification Bottleneck in Amortized Neural Symbolic Regression Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-03T03:11:37.497223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:11:37.497223Z digest=sha256:7bc8ead24af1bca706a739c4b1915c946f267a0f1a39558e1a5932e936a8ff51

Observation 00d7a262-c0ca-4ecb-bc2d-f48d5e35743c · outbound

This paper cites Assume the held-out pool contains the expression as itsi-th entry τ (i) − = [ mult2 , sin , / , x1 , ⋄ ].

Breaking the Simplification Bottleneck in Amortized Neural Symbolic Regression Assume the held-out pool contains the expression as itsi-th entry τ (i) − = [ mult2 , sin , / , x1 , ⋄ ]

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-03T03:11:37.500557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:11:37.500557Z digest=sha256:b9b13e67db574da9a4b119e43cee9cb14e6e1e8b0d0a0e368e247fe56436003c

Observation f319aa01-f74d-42f7-a6b4-ef58c3ae79e7 · outbound

This paper cites RoFormer: Enhanced Transformer with Rotary Position Embedding.

Breaking the Simplification Bottleneck in Amortized Neural Symbolic Regression RoFormer: Enhanced Transformer with Rotary Position Embedding

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-03T03:11:37.480485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:11:37.480485Z digest=sha256:c8eaa5697d787f6128deed6f24837f84242d58d631e82ad339c7635f8f5b1566

Observation 333a0b7c-0555-42d4-8858-1679bbec1b27 · outbound

This paper cites easy” expressions are solved perfectly (left, green dots). In both “medium.

Breaking the Simplification Bottleneck in Amortized Neural Symbolic Regression easy” expressions are solved perfectly (left, green dots). In both “medium

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-03T03:11:37.507471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:11:37.507471Z digest=sha256:37c793983ad913188393eb6e6f155fe3f02b49789e61c692ad8de52aeb0e428b

Observation c23b8e55-e221-42c5-852a-dba34484e505 · outbound

This paper cites 17 Breaking the Simplification Bottleneck in Amortized Neural Symbolic Regression Simplification yields ¯τ (2)∗ = [ * , / , x1 , pow2 , x2 , ⋄ ].

Breaking the Simplification Bottleneck in Amortized Neural Symbolic Regression 17 Breaking the Simplification Bottleneck in Amortized Neural Symbolic Regression Simplification yields ¯τ (2)∗ = [ * , / , x1 , pow2 , x2 , ⋄ ]

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-03T03:11:37.504031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:11:37.504031Z digest=sha256:a4c4fe66c22ee81b4e7d3995673df2653193d4572fb24b6cbc8467c25a923270

Observation d334b3c8-5bcf-4e25-9cc0-24a9aea60d3f · outbound

This paper cites Burlacu, B., Kronberger, G., and Kommenda, M.

Breaking the Simplification Bottleneck in Amortized Neural Symbolic Regression Burlacu, B., Kronberger, G., and Kommenda, M

Reference 945

Resolution
unresolved
no resolver link, observed 2026-08-03T03:11:37.472211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:11:37.472211Z digest=sha256:edba4db7222f2463e42dc152dde119000bded6db529319ef35f86a796eb20b64

Observation 4b01930e-8c5c-4ffe-a716-8c00342e2344 · outbound

This paper cites org/CorpusID:250048548.

Breaking the Simplification Bottleneck in Amortized Neural Symbolic Regression org/CorpusID:250048548

Reference 2022

Resolution
malformed identifier
no resolver link, observed 2026-08-03T03:11:37.485553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:11:37.485553Z digest=sha256:fe1a606581a131e7c6df877be68b151bdb784648116fd3b3ebe788d344a11749

Observation 478aebd0-314f-44a5-bd4b-e6125b735a92 · outbound

This paper cites an unresolved cited work.

Breaking the Simplification Bottleneck in Amortized Neural Symbolic Regression Unresolved cited work

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-03T03:11:37.467044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:11:37.467044Z digest=sha256:1d5783060cef404e941ba68ede3709f19e16a0dbeb5fd92793b1fffd3f6cb122

Observation 77ed3082-2f62-4fe9-9dca-7d86cf6f5a7a · outbound

This paper cites Deep Double Descent: Where Bigger Models and More Data Hurt.

Breaking the Simplification Bottleneck in Amortized Neural Symbolic Regression Deep Double Descent: Where Bigger Models and More Data Hurt

Reference 5992

Resolution
unresolved
no resolver link, observed 2026-08-03T03:11:37.476350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:11:37.476350Z digest=sha256:0535d190243cdec3e6009bd5b7f822f4bc0abfe38b22726201b1ad01cf26c032

Pith citing papers

No inbound Pith citation observations are available.