Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T06:04:38.256357Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2607.29496.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T06:04:38.256357Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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
51 of 51 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 4bdb1c2c-e5e5-4e5b-bbe0-9c2739786f2c · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Attention is all you need,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69b137f0-6ef9-4eb1-a3b0-fa5e6d873a6e · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Language models are unsupervised multitask learners,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10d1a651-91a0-4080-8a6a-90cd35d10a51 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Language models are few-shot learners,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7907c84a-3b84-440f-9e42-e094e2e0b6ef · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts ReAct: Synergizing reasoning and acting in language models,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation caf5533f-fc98-434e-865c-76d4e0ae16fd · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts AutoGen: Enabling next-gen LLM applications via multi- agent conversation,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 817fde5d-c087-428f-88f4-ecc18d038247 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts When agents do not stop: Uncovering infinite agentic loops in LLM agents,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d56357ba-e3b8-4691-a496-89c56ad6e6b8 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Syntax-guided synthesis,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b35d370c-d597-4e66-b7b6-1920328d9caa · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Towards neural- network-guided program synthesis and verification,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1663b4c0-2ca1-4b69-9f60-2c9d84881fec · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Neu- ral networks and the Chomsky hierarchy,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb566393-267a-482a-9ab4-aefd0a666f2d · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts On the translation of languages from left to right,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 027273b8-657d-42b1-b61c-ebac7fc82eab · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts A survey and classification of controlled natural languages,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd75db0a-66bd-4984-9d14-4535fb84c552 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts On systematically building a controlled natural language for functional requirements,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0904dc18-982e-4c97-aad7-33153a8efb5e · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Retrieval-augmented generation for knowledge-intensive NLP tasks,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05b50572-c581-4c21-bbdb-f319d7392f81 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Transformers are multi-state RNNs,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab492824-4f43-466a-a525-3df07f324894 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Theoretical limitations of self-attention in neural sequence models,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb9dac80-b85e-4c5a-9c4e-9693c7108864 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Saturated transformers are constant-depth threshold circuits,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e73b064-44d3-4e69-92e5-835627712268 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts The parallelism tradeoff: Limitations of log-precision transformers,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 528cb866-eab6-485d-b892-eb7ffb6aa830 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Hierarchies of memory limited computations,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a3a4a3d-f8a2-4a26-9a06-9fca0aae6d40 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Formal language recognition by hard attention transformers: Perspectives from circuit complexity,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2b93d00-1fc4-45cd-958a-80eb962ef02c · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts What formal languages can transformers express? A survey,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f99dedc6-fa33-4127-9efd-e1996a703a2b · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts On the ability and limitations of transformers to recognize formal languages,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 438d2adc-0516-4bf9-beb5-44625a0dcd11 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Simplicity bias in transformers and their ability to learn sparse Boolean functions,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ff94cee-036e-44bc-8cb6-cfce16cdf8fe · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Unresolved cited work
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7bdf2d6-d335-4eed-a4c0-ec6927303ebd · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Unresolved cited work
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25f3034d-42ea-45fa-b984-70f9d62999ba · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Visibly pushdown languages,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3daa583a-64c8-4374-82e5-30bb026c1d3b · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Model-checking of ordered multi-pushdown automata,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ea2c31b-4dd9-45ea-8f58-73d8860223ab · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Extracting automata from recur- rent neural networks using queries and counterexamples,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe514aa6-0bad-427a-9640-3b8439d81048 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Attention is Turing-complete,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ddc05d1a-f330-4707-b6dc-55bee3212560 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Learning to transduce with unbounded memory,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25b72df5-b1c5-4f98-843a-d4ec52d5bc2e · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Inferring algorithmic patterns with stack- augmented recurrent nets,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49860e84-f74f-4383-9518-ca62620517a0 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Learning context-free languages with non- deterministic stack RNNs,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5b3fee1-54d0-4cf1-ba39-90a1b4fba8b0 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Turing completeness of bounded- precision recurrent neural networks,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3d51be2-7ce8-48d3-b4e8-6eb316eea394 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Stack attention: Improving the ability of transformers to model hierarchical patterns,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c9a81ea-55e6-4b45-b03a-14dd9ff36bcf · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Pushdown layers: Encoding recursive structure in transformer language models,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 058e870d-66fd-4701-9c19-00ccbfa894e5 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Recursive transformer: Boosting reasoning ability with state stack,
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 533e0113-3f61-4c9a-aa1b-b352f66a9782 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Transformer-XL: Attentive language models beyond a fixed-length context,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5edb61c9-0444-49b1-afde-502aab8eb7ab · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Compressive transformers for long-range sequence modelling,
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a04badf-2617-4e5d-8c00-05a2e35778ca · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Pretraining context compressor for large language models with embedding-based memory,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 371f8624-bdf7-4c6f-be6d-69abca9a25bb · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts On the computational power of transformers and its implications in sequence modeling,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea6897b2-ede3-4857-8ef0-46f592a74150 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Universal Transformers
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 960e24cf-0aa8-494b-9d1e-e282cc3708d0 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts The expressive power of transformers with chain of thought,
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1f4991b-aaf2-4664-9799-4a1d8284dfef · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Efficient Turing machine simulation with Trans- formers,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce964334-c412-4711-b986-630b4473be92 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Do transformers need deep long-range memory?
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee8cf304-4115-4e35-a08c-29b055453e3b · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Train short, test long: Attention with linear biases enables input length extrapolation,
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b986b86c-49b3-43c3-b720-c9a1fe3d374b · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts The impact of positional encoding on length generalization in transformers,
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d19851b2-7b81-4d9e-8b53-3d8784589738 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts RoFormer: En- hanced transformer with rotary position embedding,
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26bbf85c-6fbc-4113-bf73-e66812bbd626 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Base of RoPE bounds context length,
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 364b062b-d48c-4a9f-8f9e-1cd551907979 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Rotary positional embeddings as phase modulation: Theoretical bounds on the RoPE base for long-context transformers,
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 061fd2f3-e576-4bb3-ba5a-04fb7e703611 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Towards re- vealing the mystery behind chain of thought: A theoretical perspective,
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dfedf7ec-dd30-41ed-ad5e-dc822ad48c60 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Benefits and Limitations of Communication in Multi-Agent Reasoning
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c20dfd9-649e-42cc-9677-7c18928a7b50 · outbound
Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Modeling tool use in transformers via computation oracles,
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.