Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T17:41:17.470467Z
Paper Citation Record · LEDGER
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces
As of 22 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2608.01968.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
23 of 23 outbound references displayed
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External citation measurements
No source-named external measurement is stored.
Outbound references
Observation c1c53ae3-6d95-4deb-baa3-d2e0cd720b48 · outbound
This paper cites The 2026 AI in- dex report.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces The 2026 AI in- dex report
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.394877Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a61d4c5b-5045-43ba-af39-ddbd3b31dbb6 · outbound
This paper cites How people are using ChatGPT, sep 2025.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces How people are using ChatGPT, sep 2025
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.398898Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 64465d0b-00df-4167-a209-cfde64a36df0 · outbound
This paper cites Attention is all you need.Advances in neural information processing systems, 30, 2017.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces Attention is all you need.Advances in neural information processing systems, 30, 2017
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.402862Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25ffcc32-2d9c-4a8c-9bea-8e38c9e9b112 · outbound
This paper cites Lan- guage models are unsupervised multitask learners.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces Lan- guage models are unsupervised multitask learners
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.406984Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb85ef0b-b906-4508-a1df-f1ba08a2362b · outbound
This paper cites Bert: Pre-training of deep bidirectional transformers for language understand- ing.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces Bert: Pre-training of deep bidirectional transformers for language understand- ing
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.410151Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b192f4c9-ddfc-46e0-a92e-82071ae4ef40 · outbound
This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces RoBERTa: A Robustly Optimized BERT Pretraining Approach
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.414856Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2bc8b5a8-fbe3-428e-974a-effec30fd34c · outbound
This paper cites Efficient Estimation of Word Representations in Vector Space.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces Efficient Estimation of Word Representations in Vector Space
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.418856Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8c489b3-cdb2-433c-b8c1-b8c189936015 · outbound
This paper cites Glove: Global vectors for word representation.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces Glove: Global vectors for word representation
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.422322Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3b02c52-8b58-487f-8fd0-5370dbf6c887 · outbound
This paper cites Representation Degeneration Problem in Training Natural Language Generation Models.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces Representation Degeneration Problem in Training Natural Language Generation Models
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.425828Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fcd44bc8-fd93-4338-8186-0dbbfc57d664 · outbound
This paper cites Too much in common: Shifting of embeddings in transformer language models and its implications.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces Too much in common: Shifting of embeddings in transformer language models and its implications
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.430113Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6f901e2-4078-4d51-b810-773bca4c047b · outbound
This paper cites How contextual are contex- tualized word representations? comparing the ge- ometry of bert, elmo, and gpt-2 embeddings.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces How contextual are contex- tualized word representations? comparing the ge- ometry of bert, elmo, and gpt-2 embeddings
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.433321Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6509c129-27a8-4fd8-aa75-8378ce74ba6e · outbound
This paper cites Similarity of neural network representations revisited.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces Similarity of neural network representations revisited
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.436758Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d40ed66-b917-4dd7-800c-3e738dedc591 · outbound
This paper cites Isoscore: Measuring the unifor- mity of embedding space utilization.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces Isoscore: Measuring the unifor- mity of embedding space utilization
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.439540Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e1961ceb-ae0e-4730-b831-a060e141a500 · outbound
This paper cites Probing classifiers: Promises, shortcomings, and advances.Computational Lin- guistics, 48(1):207–219, 2022.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces Probing classifiers: Promises, shortcomings, and advances.Computational Lin- guistics, 48(1):207–219, 2022
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.442805Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 664e316a-d7dd-46cb-89dc-0a40260e8b15 · outbound
This paper cites Neurochaos inspired hybrid machine learning architecture for classification.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces Neurochaos inspired hybrid machine learning architecture for classification
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.446509Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f49beb5-acc0-429c-b38d-63570014c6fc · outbound
This paper cites Causality preserving chaotic transformation and classification using neurochaos learning.Ad- vances in Neural Information Processing Systems, 35:2046–2058, 2022.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces Causality preserving chaotic transformation and classification using neurochaos learning.Ad- vances in Neural Information Processing Systems, 35:2046–2058, 2022
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.449126Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 465b5306-24c7-47dc-b319-ba8c34f704fa · outbound
This paper cites Classification of sars-cov-2 viral genome sequences using neurochaos learning.Medical & Biological Engineering & Computing, 60(8):2245–2255, 2022.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces Classification of sars-cov-2 viral genome sequences using neurochaos learning.Medical & Biological Engineering & Computing, 60(8):2245–2255, 2022
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.452909Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 069f0eee-647b-437e-826c-e17ca65fc1dd · outbound
This paper cites Ad- vancing forest fires classification using neurochaos learning.arXiv preprint arXiv:2510.26383, 2025.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces Ad- vancing forest fires classification using neurochaos learning.arXiv preprint arXiv:2510.26383, 2025
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.455526Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73e44d8d-c2f9-492d-a8f1-52eee9f4463c · outbound
This paper cites Hypothetical protein classification using neurochaos learning ar- chitecture.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces Hypothetical protein classification using neurochaos learning ar- chitecture
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.458120Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9fd53f53-2099-46a3-9682-4319a2ec9f54 · outbound
This paper cites Biologically inspired chaosnet architecture for hypothetical protein clas- sification.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces Biologically inspired chaosnet architecture for hypothetical protein clas- sification
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.460738Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7469150b-04fe-44ca-9372-dc4dd18109ce · outbound
This paper cites Neurochaos feature transformation for machine learning.Inte- gration, 90:157–162, 2023.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces Neurochaos feature transformation for machine learning.Inte- gration, 90:157–162, 2023
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.463534Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f35866b-6d8c-45d5-bed7-cafa65692ae6 · outbound
This paper cites The effective rank: A measure of effective dimensionality.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces The effective rank: A measure of effective dimensionality
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.467863Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation adc334ef-d868-4953-9512-dec4343aef1b · outbound
This paper cites distilgpt2 model card.
ChaosProbe: A Neurochaotic Lens on Frozen Transformer Input-Embedding Spaces distilgpt2 model card
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T17:41:17.470467Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.