Paper Citation Record · LEDGER

T2T-LA: A Topology-to-Topology LLM Agent for Graph Learning with Neither Feature Access nor Task Knowledge

As of 10 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2512.08964.

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

pith.paper-citation-record.v1
2512.08964 v4

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-21T18:45:01.748067Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

19 of 19 outbound references displayed

verified exact3
verified fuzzy13
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4335c0bc-6ff5-4d26-a8c0-a887d0efa8d5 · outbound

This paper cites Adversarial attack and defense on graph data: A survey.

T2T-LA: A Topology-to-Topology LLM Agent for Graph Learning with Neither Feature Access nor Task Knowledge Adversarial attack and defense on graph data: A survey

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:45:28.969498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ca0a2c96-23d2-42fb-847a-98c654d16993 · outbound

This paper cites Adversarial attack on graph structured data.

T2T-LA: A Topology-to-Topology LLM Agent for Graph Learning with Neither Feature Access nor Task Knowledge Adversarial attack on graph structured data

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:45:28.972018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2f620346-952f-4528-98ce-eb8dd22dba1b · outbound

This paper cites Adversarial Attacks on Graph Neural Networks via Meta Learning.

T2T-LA: A Topology-to-Topology LLM Agent for Graph Learning with Neither Feature Access nor Task Knowledge Adversarial Attacks on Graph Neural Networks via Meta Learning

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-21T18:45:28.783684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cfecf188-7ee3-4b90-98c1-2241b448b68d · outbound

This paper cites All you need is low (rank) defending against adversarial attacks on graphs.

T2T-LA: A Topology-to-Topology LLM Agent for Graph Learning with Neither Feature Access nor Task Knowledge All you need is low (rank) defending against adversarial attacks on graphs

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:45:28.941071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation de58a7f5-41a5-4b4b-a983-7554671ce6e4 · outbound

This paper cites Graph structure learning for robust graph neural networks.

T2T-LA: A Topology-to-Topology LLM Agent for Graph Learning with Neither Feature Access nor Task Knowledge Graph structure learning for robust graph neural networks

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:45:28.945961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9e973d61-744d-4c47-a099-87de8798cb53 · outbound

This paper cites Inductive representation learning on large graphs.

T2T-LA: A Topology-to-Topology LLM Agent for Graph Learning with Neither Feature Access nor Task Knowledge Inductive representation learning on large graphs

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:45:28.962676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b546c650-bfb1-4753-a9e2-2124bc668d4b · outbound

This paper cites Zoobp:Belief propagation for heterogeneous networks.

T2T-LA: A Topology-to-Topology LLM Agent for Graph Learning with Neither Feature Access nor Task Knowledge Zoobp:Belief propagation for heterogeneous networks

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:45:28.938836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 797a7875-01a3-45d4-80de-d3fc2124ecb1 · outbound

This paper cites Semi-Supervised Classification with Graph Convolutional Networks.

T2T-LA: A Topology-to-Topology LLM Agent for Graph Learning with Neither Feature Access nor Task Knowledge Semi-Supervised Classification with Graph Convolutional Networks

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-05-21T18:45:28.796275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3e5ca1c6-1864-4f14-84ca-be2666e107de · outbound

This paper cites an unresolved cited work.

T2T-LA: A Topology-to-Topology LLM Agent for Graph Learning with Neither Feature Access nor Task Knowledge Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-05-21T18:45:28.959455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation db1280e7-fcdf-4571-8537-4c820b9de480 · outbound

This paper cites The graph neural network model.

T2T-LA: A Topology-to-Topology LLM Agent for Graph Learning with Neither Feature Access nor Task Knowledge The graph neural network model

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:45:28.936501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f23aef8d-f588-4df5-ad8a-143cf24ba79e · outbound

This paper cites Adversarial attacks on neural networks for graph data.

T2T-LA: A Topology-to-Topology LLM Agent for Graph Learning with Neither Feature Access nor Task Knowledge Adversarial attacks on neural networks for graph data

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:45:28.943793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8c2c184b-14f6-4704-ac3e-e62d922a41bd · outbound

This paper cites Making machine learning robust against adversarial inputs.

T2T-LA: A Topology-to-Topology LLM Agent for Graph Learning with Neither Feature Access nor Task Knowledge Making machine learning robust against adversarial inputs

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:45:28.952754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ee66ad48-5bcd-4560-a7f1-e7db97e8e4fd · outbound

This paper cites Analysis of classifiers’ robustness to adversarial perturbations.

T2T-LA: A Topology-to-Topology LLM Agent for Graph Learning with Neither Feature Access nor Task Knowledge Analysis of classifiers’ robustness to adversarial perturbations

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:45:28.964790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 13408b42-116d-4ef6-9c24-3c83a34a4be6 · outbound

This paper cites Topology Attack and Defense for Graph Neural Networks: An Optimization Perspective.

T2T-LA: A Topology-to-Topology LLM Agent for Graph Learning with Neither Feature Access nor Task Knowledge Topology Attack and Defense for Graph Neural Networks: An Optimization Perspective

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-21T18:45:28.806441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a950b2fc-32ab-4381-870a-d29da2e94e30 · outbound

This paper cites an unresolved cited work.

T2T-LA: A Topology-to-Topology LLM Agent for Graph Learning with Neither Feature Access nor Task Knowledge Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-05-21T18:45:28.954782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 95240f20-c3cd-4283-a3bc-64a3fe3f3904 · outbound

This paper cites an unresolved cited work.

T2T-LA: A Topology-to-Topology LLM Agent for Graph Learning with Neither Feature Access nor Task Knowledge Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-05-21T18:45:28.948142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9a141229-64fd-47a4-b771-1b5ad005aa7e · outbound

This paper cites Spade: A spectral methodforblack-boxadversarialrobustnessevaluation.

T2T-LA: A Topology-to-Topology LLM Agent for Graph Learning with Neither Feature Access nor Task Knowledge Spade: A spectral methodforblack-boxadversarialrobustnessevaluation

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:45:28.957325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 428c4992-69c9-45bc-8006-7be834a6e556 · outbound

This paper cites Efficient and robust approximate nearest neighbor search using hierarchical navigable small world graphs.

T2T-LA: A Topology-to-Topology LLM Agent for Graph Learning with Neither Feature Access nor Task Knowledge Efficient and robust approximate nearest neighbor search using hierarchical navigable small world graphs

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:45:28.950369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 23975d83-a40e-4997-b123-56b5796e6e84 · outbound

This paper cites Support vector clustering.

T2T-LA: A Topology-to-Topology LLM Agent for Graph Learning with Neither Feature Access nor Task Knowledge Support vector clustering

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:45:28.967188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

No inbound Pith citation observations are available.