Pith. sign in

Paper Citation Record · LEDGER

Breaking the Simplification Bottleneck in Amortized Neural Symbolic Regression

As of 9 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 2026-08-09T06:31:02.800959+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:bcb28cf6d0f6fb35465f492ac5c514b2582068a9286ea627c81416106a8f3064

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:bc3b0a540d3b7e5bd8fd13b4dc43a6bcbbb956a80b1d52a219e8dc26103011f1

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=sha256:1f099ca83028ead0ca49d08b468e9ce22f2051d5f45d15259582c37415e6bc7a

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=sha256:7ca6b49f005e07978ef17cb2bb4fe40708e5e77955efa6abb54bd50a2af41e59

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=sha256:7398a0ef5ff7bd755940c2207206a947b16a5f833eaacd2fe17dd9768830fc9f

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=sha256:218b9b022407b547f672654e02d31dc620bc0cfab6f5e53ff3b78e24c8bf04dd

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=sha256:79a03750eb7f8677086a8fa9f4cb1b27c5d47fdf5403eaaca12043177680b718

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=sha256:96469a3138ff670e5f37569f6a1dfeaa2842121e0e093da43a177d3083b4c427

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=sha256:8361bf6051ab5f1c71167ca2c9ca0887c5ce9ec7d6ecf3c09aa00cca3c2c1a3e

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=sha256:7549d3724031dbdea2e53872c80e2a11a6f8e25ecfc903c95ef5fc881f306ea6

Pith citing papers

No inbound Pith citation observations are available.