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Paper Citation Record · LEDGER

SAIL: Sound Abstract Interpreters with LLMs

As of 8 August 2026, this Paper Citation Record lists 69 of 69 outbound references and 0 inbound Pith citation observations for arXiv:2511.13663.

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

pith.paper-citation-record.v1
2511.13663 v2

Coverage vector

measured 69 of 69 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T21:50:15.833209Z

measured 69 of 69 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

69 of 69 outbound references displayed

  • verified exact2
  • verified fuzzy0
  • unresolved65
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3b639288-eded-4088-bc39-3ecc668501ba · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.554185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.554185Z digest=sha256:9514aef6d47eecc88b192625ed9c1c4bf9cf0376ac22400bee362f61e7efa0fa

Observation 64567f85-54c7-4a78-9e51-0732f046327b · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.558957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.558957Z digest=sha256:275723e5f78776bd3a4534f65d1950287dca6f3b4a994b331fe9cbb2b66701b3

Observation 8717ddf6-f931-4ba6-b1cf-01151770574e · outbound

This paper cites Program Synthesis with Large Language Models.

SAIL: Sound Abstract Interpreters with LLMs Program Synthesis with Large Language Models

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.563422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.563422Z digest=sha256:ec46c749153adb5479565521f276ed58071a6795f6b0821c3e04580bd1c00437

Observation 79a8505a-8a7a-4de6-802a-71a653321fd9 · outbound

This paper cites 2002.Design and implementation of a special-purpose static program analyzer for safety-critical real-time embedded software.

SAIL: Sound Abstract Interpreters with LLMs 2002.Design and implementation of a special-purpose static program analyzer for safety-critical real-time embedded software

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.568107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.568107Z digest=sha256:6ba27aad92a9cb4ec1f625ba65dcd51380cad035611a1adc0cd60af3459046f3

Observation c5dc3b48-c5f5-473c-9777-3d018c35ee8f · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.572614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.572614Z digest=sha256:1573c6198d1d05ccd2303405e38e18f42d72bf16c08209210d114d747b3c1ce0

Observation 37f73ada-51c7-4417-bada-cf13ceb45a0e · outbound

This paper cites The Fifth International Verification of Neural Networks Competition (VNN-COMP 2024): Summary and Results.

SAIL: Sound Abstract Interpreters with LLMs The Fifth International Verification of Neural Networks Competition (VNN-COMP 2024): Summary and Results

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.576772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.576772Z digest=sha256:a5120ba1210fd078fd6e1dd59b35852cdad735841e808d11f9728c7edb975413

Observation 272be0b2-9399-4a25-9f36-3beda89644c4 · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.583012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.583012Z digest=sha256:8c3743b864931d48fe6ce23e2b58182501d94b3a2a68db48f6baf04630f4b20c

Observation 047bb28d-6c3b-4e91-ab52-ecc33dc642e5 · outbound

This paper cites When Deep Learning Met Code Search.

SAIL: Sound Abstract Interpreters with LLMs When Deep Learning Met Code Search

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.587059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.587059Z digest=sha256:c199369317348f206663fa608cd76729a4e355149a367af13de1e5e442acd0c3

Observation d95d806a-ab01-4e93-88fd-bbc349ae759d · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.591181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.591181Z digest=sha256:679ca5af1dd50413e20e387c4b6dd3400152ab1b81d31ccbbcc91360c39ae294

Observation 8fc4190a-a3d8-4cfc-a39e-aaf69c788c7f · outbound

This paper cites Abstractinterpretation:aunifiedlatticemodelforstaticanalysisofprogramsby construction or approximation of fixpoints.

SAIL: Sound Abstract Interpreters with LLMs Abstractinterpretation:aunifiedlatticemodelforstaticanalysisofprogramsby construction or approximation of fixpoints

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.595174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.595174Z digest=sha256:29fcc8c35c1e7b0321258a98f70ed7270c2f5633ad5b2ce58869cbb61e41616f

Observation f7be7e5d-f2c5-4f02-a643-34a09e40e043 · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.599473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.599473Z digest=sha256:18928f661dd2a046bca331d4dc5cbeecb703388e1ca8588c10c7be525af3475f

Observation 5a7af612-3156-4a5c-90c7-ea5ecf7031fb · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.603446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.603446Z digest=sha256:d7dbcfd64ce6b677974c7ad63169d65f14dabfd929f57c27e2776e6acbc50130

Observation 10b38694-8a97-4be7-8816-c08f7830a07f · outbound

This paper cites 1973.Fourier-Motzkin elimination and its dual.

SAIL: Sound Abstract Interpreters with LLMs 1973.Fourier-Motzkin elimination and its dual

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.612223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.612223Z digest=sha256:8c264a1c99961615367e6873101b7cc67fbea485d772aef0bec9c933cd0426db

Observation 5c56ba29-1c1a-452e-9d5e-794e4ff64f77 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

SAIL: Sound Abstract Interpreters with LLMs DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.616269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.616269Z digest=sha256:580014cfabfe9046c99d8756720de00141747c0b109d4c97a7c7af8bc02ed0f5

Observation be9969b5-6bef-4f63-93e4-81c10a33fec8 · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.620678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.620678Z digest=sha256:d8a0775eec4f071f22cfb01ac10a78bec4eba314e4a4ba26be460c2e00aab5ef

Observation 1850b375-4407-4a72-adfc-05e3cd96a56b · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.624560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.624560Z digest=sha256:f6b5ff8dc08696b3fa479f182dcfb65e1329df874510016f30bee9aec6697770

Observation d54b735b-c776-477f-94a8-27874e3a3e20 · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.628496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.628496Z digest=sha256:bf73f1e66f49f01d8b237350643709f74501c7d5e0499815d4da7ef9d671240b

Observation 0ebd8544-3930-4b3c-b8b1-1666068d67a0 · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.633082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.633082Z digest=sha256:6d825d32a82b236b0f327cccdc74ae57133abef7230864417ce8b269173367b7

Observation b55c2bcd-04bb-44e0-9143-466b5334c9a8 · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.637080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.637080Z digest=sha256:27a91162ebadd65e233f898eec85b0f0bc85ca8e2268ed5ff4141b3dd820726a

Observation 349a726c-6116-4fac-bc44-9a0b92120371 · outbound

This paper cites Evolving Abstract Transformers for Gradient-Guided, Adaptable Abstract Interpretation.

SAIL: Sound Abstract Interpreters with LLMs Evolving Abstract Transformers for Gradient-Guided, Adaptable Abstract Interpretation

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.640858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.640858Z digest=sha256:f71eb7c296a3d5b50749f66c630f27d1a8f9b550b4ef3f4b2435bc431de9be8e

Observation 93acb7ae-e46a-44e9-8d7d-60d0102a70b9 · outbound

This paper cites On the Effectiveness of Interval Bound Propagation for Training Verifiably Robust Models.

SAIL: Sound Abstract Interpreters with LLMs On the Effectiveness of Interval Bound Propagation for Training Verifiably Robust Models

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.644926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.644926Z digest=sha256:7c73458b71a7ccaf7c6f0bb452284c472d16b52c53ca8c237bee7cd8dd7a63c8

Observation a4f6dd17-b7d1-4342-866a-7c25d4a72dd2 · outbound

This paper cites Symbolic Regression with a Learned Concept Library.

SAIL: Sound Abstract Interpreters with LLMs Symbolic Regression with a Learned Concept Library

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.648941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.648941Z digest=sha256:35913f5e44280078fa6a179cb8aa4effa974d638a8883c3d59e59f7ed443e452

Observation a4b65478-9d87-4158-8f24-5aa651ea797c · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.652946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.652946Z digest=sha256:9b6bb630b4830df4ed412d8e4f79414f186887f8fd962759dfd2df0b3f0cd680

Observation 8dd847be-c466-4e59-845a-bf276a420848 · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 24

Resolution
malformed identifier
no resolver link, observed 2026-08-03T21:50:15.656635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.656635Z digest=sha256:f590417b223e7d38c707209652b047b110b5f6bb0382e5c3ac8c6ec6689fffbd

Observation cfb4761b-ac14-4816-a732-d6e4ed011b44 · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.660238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.660238Z digest=sha256:3a297cee9a1828e8cb02cab4d66d14c1d5a665dfa31ff4c675fa2f144e1c1ea6

Observation fe754103-5e6b-40aa-bbf6-b4dd834a6ad3 · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.664133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.664133Z digest=sha256:a3270c27c2c5b710de35a61b19da6e8cd510ef1fd5bf50c63c01f0a385fee4ae

Observation d029e925-3a53-4cf8-bb71-7762b7bf09bd · outbound

This paper cites Synthesizingabstract transformers.Proc.ACMProgram.Lang.OOPSLA2,Article171(Oct.2022),29pages.

SAIL: Sound Abstract Interpreters with LLMs Synthesizingabstract transformers.Proc.ACMProgram.Lang.OOPSLA2,Article171(Oct.2022),29pages

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.667799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.667799Z digest=sha256:46cea032548fd2f68a2e60b0de53692da604fed158f61e1d2b9a8112abec0fa0

Observation d310840e-5354-4bf4-b994-520912a18951 · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.671517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.671517Z digest=sha256:03e23cf76eae880ef9eafda566ebfeff29ac7e1c59e0fea30aa9a50d2b65f1f2

Observation a8cd583c-23ef-48da-aad0-add7e43308f9 · outbound

This paper cites 2009.The CIFAR-10 and CIFAR-100 datasets.

SAIL: Sound Abstract Interpreters with LLMs 2009.The CIFAR-10 and CIFAR-100 datasets

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.675299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.675299Z digest=sha256:b3dd4b4c218b275b1c3757aff12597a9cb5f170452a3808bdf429c73ea81b120

Observation ab04af71-6669-4162-a7d7-70f219145a78 · outbound

This paper cites Evolution through Large Models.

SAIL: Sound Abstract Interpreters with LLMs Evolution through Large Models

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.678990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.678990Z digest=sha256:b4da7e9582cb82f4ac03c721bf03151552cdf26bdacaefc76f968f0f8812c799

Observation 052eb84e-c7b9-4f57-9696-de82d44407fc · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.682793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.682793Z digest=sha256:239dddc24dae3e660fac10f87723ff913840793f9a177906ef9fdb2719040803

Observation 8ec3d1f1-87e5-41de-818b-882eec633178 · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.686466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.686466Z digest=sha256:2738fc46601a7ae721092fd22a0f72a0f4631a70597efff18e8e8b656b18a827

Observation 4cde6d8f-95ea-4d71-9a1e-1365597bddbb · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.690606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.690606Z digest=sha256:bc882952463e8b8d1777900e5887664adf2ee0bc2f4ef9763c313ba4b89c0052

Observation 94191096-c90f-46a6-9ea2-cfa0fff98b4a · outbound

This paper cites Self-Refine: Iterative Refinement with Self-Feedback.

SAIL: Sound Abstract Interpreters with LLMs Self-Refine: Iterative Refinement with Self-Feedback

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.694697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.694697Z digest=sha256:d2518b654f7fac2f692862fc4d83cbbb5f7e892b9810ab2f3b0561b5ce7d6348

Observation 3a1d982d-ef57-47e7-9bf5-cf7acb5ec778 · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.698607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.698607Z digest=sha256:ef84424262c23b447a08cf84d0de1643b505c5feb882509d4ea2182ac2833291

Observation 4b75cd6d-121f-4bca-a31d-85b936f85d98 · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 36

Resolution
verified exact
doi, observed 2026-08-03T21:54:04.160854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-03T21:50:15.702328Z digest=sha256:42d10ad7d0c6ee4086c18df58d1d6aa13e55691207ad72653ab1e0eceff5c428

Observation 59ef2de6-a36b-4b9a-9906-9541be029469 · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.706222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.706222Z digest=sha256:e512ce97dfe3555c552c0dc68f53344ad7a2879ed7f699a5f503b5ce795b4db2

Observation 9620e443-0090-4b81-a4d0-03288cf0ac48 · outbound

This paper cites CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis.

SAIL: Sound Abstract Interpreters with LLMs CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.709977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.709977Z digest=sha256:624a6bca3232ed95cc6b4e76457bffe003776588b70303aa5d8d0b3794e75721

Observation b093e40a-aebe-4d01-bd5f-4ce2976af2bf · outbound

This paper cites AlphaEvolve: A coding agent for scientific and algorithmic discovery.

SAIL: Sound Abstract Interpreters with LLMs AlphaEvolve: A coding agent for scientific and algorithmic discovery

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.714004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.714004Z digest=sha256:48ef17be440933482eca1a67214a7278e8d48b8bf98b9e1052528a19ab30c7b0

Observation 98ba8cf2-6a5c-4a16-8817-8c899b5ebd8a · outbound

This paper cites LinSyn: Synthesizing Tight Linear Bounds for Arbitrary Neural Network Activation Functions.

SAIL: Sound Abstract Interpreters with LLMs LinSyn: Synthesizing Tight Linear Bounds for Arbitrary Neural Network Activation Functions

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.721763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.721763Z digest=sha256:75b759bedb4f7e302c2ef0c9d3e27df441b795c17e5235267480f28db2e8209b

Observation 583aa9a1-3811-469f-b62b-05e04a6cba4b · outbound

This paper cites Generative Language Modeling for Automated Theorem Proving.

SAIL: Sound Abstract Interpreters with LLMs Generative Language Modeling for Automated Theorem Proving

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.725764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.725764Z digest=sha256:c68b8550d297995e3d1645f24a1406c1bb7a55e669700daca3d3691f55affc38

Observation dba211b7-fd0f-4387-b6ec-82e45315309d · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.730094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.730094Z digest=sha256:40345a8e913e14bbd5bbefd769900853772d26debe906977bf1ab03c9a64f56a

Observation ffdddfd2-f67a-41ab-91f4-9301c99c406b · outbound

This paper cites Pawan Kumar, Emilien Dupont, Francisco J.

SAIL: Sound Abstract Interpreters with LLMs Pawan Kumar, Emilien Dupont, Francisco J

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.734009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.734009Z digest=sha256:e2f94c8077dc6dc3bfcadb5f3e6624e516b761629809797229b159f393d149fe

Observation 46fbe78e-7f4f-4d86-943f-8d9bc969ce5f · outbound

This paper cites LLM-SR: Scientific Equation Discovery via Programming with Large Language Models.

SAIL: Sound Abstract Interpreters with LLMs LLM-SR: Scientific Equation Discovery via Programming with Large Language Models

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.741703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.741703Z digest=sha256:58b98176d78663f7dfb7a074b3ba4c1633d560d975f6650508d0f2777d48cbe2

Observation 1a079506-a9aa-4562-a6b2-77262032fcf5 · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 46

Resolution
malformed identifier
no resolver link, observed 2026-08-03T21:50:15.745798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.745798Z digest=sha256:f071861e7c93312942b07767004ae7399682c5f761291c34e4c36b9abbe412f7

Observation 26cac0ad-0698-4303-8c9e-573499631a1d · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 47

Resolution
verified exact
doi, observed 2026-08-03T21:54:03.912186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-03T21:50:15.749978Z digest=sha256:e16003fe93aa743a465c7bf99e2f346be7fad72dbc3b34bf61571f6cfefe6cca

Observation 22eaa034-0020-410f-9f99-a4feb490d227 · outbound

This paper cites A Tensor-Based Compiler and a Runtime for Neuron-Level DNN Certifier Specifications.

SAIL: Sound Abstract Interpreters with LLMs A Tensor-Based Compiler and a Runtime for Neuron-Level DNN Certifier Specifications

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.753815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.753815Z digest=sha256:5a5bb6ae5db295655a678cd271f50c5b15c5624282b67fe753faeb274b77215b

Observation 4e962381-a51d-4212-accd-e77b5b7b947f · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.758424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.758424Z digest=sha256:83309281501abf71487b3ef1641e76d1e49f5c358a77f8b43d8c0f67221f3ab1

Observation 6ca0488f-2ca8-4002-a40c-1ffb25ac04f9 · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.762287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.762287Z digest=sha256:8e495c6c9659cd4a73e4ad1cd873ad4e6e904458cf06bb5a8de8cc209ceb0b15

Observation ca80ed55-e087-4c03-83c8-020cd8b6798d · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.765931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.765931Z digest=sha256:72f323a9bbe6a3e037e79c2812a72013162e4067e4caeb96d9bfa1ae34ed253b

Observation 5b0ccd29-204b-40f0-95e6-80115ed9555f · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.769702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.769702Z digest=sha256:b8b880c913e2e923f0e4340101d3218e76c3a89e5f2a7ca4db486a52ba3a452f

Observation ba768b3d-fcc9-456c-8e1a-cb6a36fa51e2 · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.773568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.773568Z digest=sha256:e71dc1ee38baf8523a9f8e23ae8d5732c70b689203cf86938163cf3bc4091f74

Observation da465a7b-0d70-47bc-88fb-5e8dde21736c · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.777411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.777411Z digest=sha256:0e853ef540091a099ba91a33eb6ecf4daefb8f7faf6317e5f92ee99295670f8a

Observation 47a11a61-7815-4cd9-9336-bee179455b49 · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.781153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.781153Z digest=sha256:f921d19acf60735dd837e60e3a17a011715a40d07721cca7f9ba538b6087c1cb

Observation 122329f5-7c02-48e9-968c-673dcfda33a6 · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.784949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.784949Z digest=sha256:bed70a6d5c1b6700b8e9133402e3b8cc6f97d8670bc34208512ac1262cd5a0a1

Observation 761ec041-972a-4dd5-99ae-aa409924bf86 · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.789044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.789044Z digest=sha256:0d81c61519af948cda250a53c42cf32716ca253ae1f49b8155f447e203a1e15a

Observation 88185f3c-e2c6-41b7-b20a-e537f3c8de87 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

SAIL: Sound Abstract Interpreters with LLMs Gemini: A Family of Highly Capable Multimodal Models

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.792769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.792769Z digest=sha256:fe4e8fe9d7b59c6b2ec3d20e284fb540001e1e1b6da3012f303b288d3f3b9a92

Observation faf3834d-e4f2-4b7d-b218-f12373b0b208 · outbound

This paper cites Yu, and Guandong Xu.

SAIL: Sound Abstract Interpreters with LLMs Yu, and Guandong Xu

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.796534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.796534Z digest=sha256:0e017c1bf5ac7f1297fc31584c20d4659c6005d045df0968356134328761b938

Observation 15650488-fade-48c3-8953-127ae98e812a · outbound

This paper cites Verification in the Loop: Correct-by-Construction Control Learning with Reach-avoid Guarantees.

SAIL: Sound Abstract Interpreters with LLMs Verification in the Loop: Correct-by-Construction Control Learning with Reach-avoid Guarantees

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.800474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.800474Z digest=sha256:3cdaef130680ae6b62e55cc4fcfa6ba30b6393bccfe7cbfa92c3107930a8fa5a

Observation 6b77ee36-93ba-40ea-be1c-17507d1416d5 · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.804346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.804346Z digest=sha256:318b522ce6f2ea6082fac70a5d3c1e2747ed698a7c0d84cbd5aebb8a152a174a

Observation db028d3b-4318-40be-bb0e-d18e247c66a9 · outbound

This paper cites Hallucination is Inevitable: An Innate Limitation of Large Language Models.

SAIL: Sound Abstract Interpreters with LLMs Hallucination is Inevitable: An Innate Limitation of Large Language Models

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.808090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.808090Z digest=sha256:06636e60eeab5532b0eef5771f871e244371db93de79795e3f8d87910f53551e

Observation 2e89816d-ef88-4d17-bf77-11b4f1eef34f · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

SAIL: Sound Abstract Interpreters with LLMs ReAct: Synergizing Reasoning and Acting in Language Models

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.812108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.812108Z digest=sha256:a6178262f61027eacd72f9506229d5d244129ba9f95f77dff71d40dce1ddfc6d

Observation 5ec907ee-f99d-466f-bd03-88a080ca7942 · outbound

This paper cites an unresolved cited work.

SAIL: Sound Abstract Interpreters with LLMs Unresolved cited work

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.816078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.816078Z digest=sha256:4f4a07f9ee42e3adad8b8031cec541d1b2e7eb2f8ab301f4de60ad79affcac71

Observation e9539dd6-69b0-4335-aae0-c19e883194ae · outbound

This paper cites Unsound transformer.

SAIL: Sound Abstract Interpreters with LLMs Unsound transformer

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.828762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.828762Z digest=sha256:d9b8d2ba8a2350bcc3d0ef6fb3c097b454dfd5060bd70b6763a5633d908316f7

Observation 5dea466d-8c49-42bf-97ea-9a55000f8569 · outbound

This paper cites Invalid transformer (Syntax error.

SAIL: Sound Abstract Interpreters with LLMs Invalid transformer (Syntax error

Reference 161

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.824573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.824573Z digest=sha256:cd47d2116a9e2210220efef01f53aabae8ca89b95953563e1c87057bbc3b27a6

Observation 2bd06add-f279-401c-bc72-cf5e88a82dfb · outbound

This paper cites Sound transformer Fig.

SAIL: Sound Abstract Interpreters with LLMs Sound transformer Fig

Reference 181

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.833209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.833209Z digest=sha256:cc5a84567e77df64cdc5af0ebd2cbfece29b08e963c7b7975809249d57c08a07

Observation 29ca230b-9d90-4798-80d9-32731b39f232 · outbound

This paper cites https://doi.org/10.1007/978-3-540-31987-0_3.

SAIL: Sound Abstract Interpreters with LLMs https://doi.org/10.1007/978-3-540-31987-0_3

Reference 2005

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.607395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.607395Z digest=sha256:9bc55680dd101790fc398659868dc2d48e1829980dedd68226dd18d86df308ce

Observation b18e55a9-c1e6-4b9c-abc1-cfdbc0311c1b · outbound

This paper cites Towards Stable and Efficient Training of Verifiably Robust Neural Networks.

SAIL: Sound Abstract Interpreters with LLMs Towards Stable and Efficient Training of Verifiably Robust Neural Networks

Reference 2019

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.820172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.820172Z digest=sha256:5c4352c376518353a2b04073679aecd5aeb4c2b8722eeaadeab924eb88dcb425

Observation 0a8ed24f-d8a0-402f-991d-b99c14b3d57f · outbound

This paper cites https://doi.org/10.1038/s41586-023-06924-6.

SAIL: Sound Abstract Interpreters with LLMs https://doi.org/10.1038/s41586-023-06924-6

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-03T21:50:15.737833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:50:15.737833Z digest=sha256:34568115f7ffdb6eb5ba22360e2bd5262b79304875495dfd24246fa962ddbc85

Pith citing papers

No inbound Pith citation observations are available.