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Paper Citation Record · LEDGER

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts

As of 10 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.

pith.paper-citation-record.v1
2607.29496 v1

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T06:04:38.256357Z

measured 51 of 51 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

51 of 51 outbound references displayed

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  • unresolved51
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4bdb1c2c-e5e5-4e5b-bbe0-9c2739786f2c · outbound

This paper cites Attention is all you need,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Attention is all you need,

Reference 1

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source=pdf_text observed=2026-08-03T06:04:34.270571Z digest=sha256:7caa5f42920daa0bd66b0e0f641f50390c7f87da654e89a524cfbb3cc7d20dd9

Observation 69b137f0-6ef9-4eb1-a3b0-fa5e6d873a6e · outbound

This paper cites Language models are unsupervised multitask learners,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Language models are unsupervised multitask learners,

Reference 2

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source=pdf_text observed=2026-08-03T06:04:34.337522Z digest=sha256:76ce181dce61b209bba733a8e7101d84a8e80168cf18d7961b712eb3c80f22b0

Observation 10d1a651-91a0-4080-8a6a-90cd35d10a51 · outbound

This paper cites Language models are few-shot learners,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Language models are few-shot learners,

Reference 3

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source=pdf_text observed=2026-08-03T06:04:34.389622Z digest=sha256:3cb1de6afdd0afbba9b018e7c7919757198e210c370758efc94761ceea56fd54

Observation 7907c84a-3b84-440f-9e42-e094e2e0b6ef · outbound

This paper cites ReAct: Synergizing reasoning and acting in language models,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts ReAct: Synergizing reasoning and acting in language models,

Reference 4

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source=pdf_text observed=2026-08-03T06:04:34.441339Z digest=sha256:c130408b7002f781cd079e990ee35da25b1ef77e86a13feb5f6a38923fe87502

Observation caf5533f-fc98-434e-865c-76d4e0ae16fd · outbound

This paper cites AutoGen: Enabling next-gen LLM applications via multi- agent conversation,.

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

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source=pdf_text observed=2026-08-03T06:04:34.483442Z digest=sha256:2e0406647f95a469248f10cb4a9f04529fba625d5d9fa032e8ba11c88866b3a6

Observation 817fde5d-c087-428f-88f4-ecc18d038247 · outbound

This paper cites When agents do not stop: Uncovering infinite agentic loops in LLM agents,.

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

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source=pdf_text observed=2026-08-03T06:04:34.537469Z digest=sha256:39fb75a06c99f59015df88900c46f6d45de6cfa26c3009860f6f186e57ee0400

Observation d56357ba-e3b8-4691-a496-89c56ad6e6b8 · outbound

This paper cites Syntax-guided synthesis,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Syntax-guided synthesis,

Reference 7

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source=pdf_text observed=2026-08-03T06:04:34.585469Z digest=sha256:89dda92d66d8a3372ea34998cc963bdafe2de253c5a6e0fd97114eb9a29939c7

Observation b35d370c-d597-4e66-b7b6-1920328d9caa · outbound

This paper cites Towards neural- network-guided program synthesis and verification,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Towards neural- network-guided program synthesis and verification,

Reference 8

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source=pdf_text observed=2026-08-03T06:04:34.633847Z digest=sha256:01215b178c6167bc346d8ab8b3120911ad987485d22d63385a97176a117eeaa7

Observation 1663b4c0-2ca1-4b69-9f60-2c9d84881fec · outbound

This paper cites Neu- ral networks and the Chomsky hierarchy,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Neu- ral networks and the Chomsky hierarchy,

Reference 9

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source=pdf_text observed=2026-08-03T06:04:34.679870Z digest=sha256:aeeb75b189033d899d07247ca7299130c4ff3616debd51f1265ba2c71049c13d

Observation cb566393-267a-482a-9ab4-aefd0a666f2d · outbound

This paper cites On the translation of languages from left to right,.

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

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source=pdf_text observed=2026-08-03T06:04:34.719643Z digest=sha256:108a5714dc8814aa6fb8c6b77b55f3347c06c0c02eec6bc6832b9549c9667157

Observation 027273b8-657d-42b1-b61c-ebac7fc82eab · outbound

This paper cites A survey and classification of controlled natural languages,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts A survey and classification of controlled natural languages,

Reference 11

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source=pdf_text observed=2026-08-03T06:04:34.754589Z digest=sha256:cf0e364cae15c65c5d8688a3520e317b40fef53320b112b3d5856c6c4b6781a7

Observation cd75db0a-66bd-4984-9d14-4535fb84c552 · outbound

This paper cites On systematically building a controlled natural language for functional requirements,.

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

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source=pdf_text observed=2026-08-03T06:04:34.794592Z digest=sha256:f2ecccc650a276e9d294edf02283e8010e5dfceaa93ce582391527ccdcbe4db0

Observation 0904dc18-982e-4c97-aad7-33153a8efb5e · outbound

This paper cites Retrieval-augmented generation for knowledge-intensive NLP tasks,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Retrieval-augmented generation for knowledge-intensive NLP tasks,

Reference 13

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source=pdf_text observed=2026-08-03T06:04:34.839704Z digest=sha256:53c692fd853d2113268be8a3c5ea80b8ad123be4c4bee0e06ee61ea5f95646c3

Observation 05b50572-c581-4c21-bbdb-f319d7392f81 · outbound

This paper cites Transformers are multi-state RNNs,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Transformers are multi-state RNNs,

Reference 14

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source=pdf_text observed=2026-08-03T06:04:34.876416Z digest=sha256:15824dd8d65b61d9d265bda830fa0caf68c5f4b8a47930713a87b9b4463e1f2c

Observation ab492824-4f43-466a-a525-3df07f324894 · outbound

This paper cites Theoretical limitations of self-attention in neural sequence models,.

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

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source=pdf_text observed=2026-08-03T06:04:34.916640Z digest=sha256:d34f27fd9e9da3cae0f02595a5a4b090622bfa1ce8158bcfbe4d1348c521cd10

Observation bb9dac80-b85e-4c5a-9c4e-9693c7108864 · outbound

This paper cites Saturated transformers are constant-depth threshold circuits,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Saturated transformers are constant-depth threshold circuits,

Reference 16

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source=pdf_text observed=2026-08-03T06:04:34.954898Z digest=sha256:f69d32510bad7eae96a862b5393284ea1221829279dd89f3bced7fffb4d1d47f

Observation 7e73b064-44d3-4e69-92e5-835627712268 · outbound

This paper cites The parallelism tradeoff: Limitations of log-precision transformers,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts The parallelism tradeoff: Limitations of log-precision transformers,

Reference 17

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source=pdf_text observed=2026-08-03T06:04:34.994003Z digest=sha256:e3c5932fb34a3911063cd93e403bcf184af2c3896e5c4a4044515238f0859bea

Observation 528cb866-eab6-485d-b892-eb7ffb6aa830 · outbound

This paper cites Hierarchies of memory limited computations,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Hierarchies of memory limited computations,

Reference 18

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source=pdf_text observed=2026-08-03T06:04:35.035462Z digest=sha256:ffa33f68edef2418edf3e90f1ec91326286566fc3debe6e0c9c8be68852e7a55

Observation 5a3a4a3d-f8a2-4a26-9a06-9fca0aae6d40 · outbound

This paper cites Formal language recognition by hard attention transformers: Perspectives from circuit complexity,.

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

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source=pdf_text observed=2026-08-03T06:04:35.076023Z digest=sha256:75d69cfb7f20e8c57c8cf55f41c9edf01dea22ffd4e66b6bc7c4d60be27a00d6

Observation c2b93d00-1fc4-45cd-958a-80eb962ef02c · outbound

This paper cites What formal languages can transformers express? A survey,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts What formal languages can transformers express? A survey,

Reference 20

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source=pdf_text observed=2026-08-03T06:04:35.126843Z digest=sha256:3806e80e6c1a441df49b74051227b8ef907ae853fbd5f3b108c6935ff5a358b4

Observation f99dedc6-fa33-4127-9efd-e1996a703a2b · outbound

This paper cites On the ability and limitations of transformers to recognize formal languages,.

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

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source=pdf_text observed=2026-08-03T06:04:35.207861Z digest=sha256:fdbe59ad8c069b9908bd4150ae84a57d60d6fe4f9b5a1bbd7f13c9171b167f0f

Observation 438d2adc-0516-4bf9-beb5-44625a0dcd11 · outbound

This paper cites Simplicity bias in transformers and their ability to learn sparse Boolean functions,.

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

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source=pdf_text observed=2026-08-03T06:04:35.271168Z digest=sha256:d43301912ff3e0ee4ba4e1d60dbfb6ed945ea2ac837ca915b50acd9268820eb8

Observation 3ff94cee-036e-44bc-8cb6-cfce16cdf8fe · outbound

This paper cites an unresolved cited work.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Unresolved cited work

Reference 23

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source=pdf_text observed=2026-08-03T06:04:35.361735Z digest=sha256:bd0c860ae5ee771b31bc0b77e9d72b13b07ae97bc4d3fec36fed975132274697

Observation c7bdf2d6-d335-4eed-a4c0-ec6927303ebd · outbound

This paper cites an unresolved cited work.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Unresolved cited work

Reference 24

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source=pdf_text observed=2026-08-03T06:04:35.421491Z digest=sha256:b1244e6bd5734119161dd2a7d09b7117a64b0ba9d0f5128e1a2a6b8d0326d020

Observation 25f3034d-42ea-45fa-b984-70f9d62999ba · outbound

This paper cites Visibly pushdown languages,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Visibly pushdown languages,

Reference 25

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source=pdf_text observed=2026-08-03T06:04:35.473562Z digest=sha256:7b38f096f319159a5af0fecfb519cc35b595495c6648682da62fa7558bb4470d

Observation 3daa583a-64c8-4374-82e5-30bb026c1d3b · outbound

This paper cites Model-checking of ordered multi-pushdown automata,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Model-checking of ordered multi-pushdown automata,

Reference 26

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source=pdf_text observed=2026-08-03T06:04:35.530457Z digest=sha256:308cd3ae0523fb267b6e972a9e1470b391895745e8ef1bf69d0066b8c11b1a5f

Observation 6ea2c31b-4dd9-45ea-8f58-73d8860223ab · outbound

This paper cites Extracting automata from recur- rent neural networks using queries and counterexamples,.

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

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source=pdf_text observed=2026-08-03T06:04:35.584906Z digest=sha256:314c13e3db33993e546f59c2e80c55f646f5b05efbbba6833de0aae8bc094119

Observation fe514aa6-0bad-427a-9640-3b8439d81048 · outbound

This paper cites Attention is Turing-complete,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Attention is Turing-complete,

Reference 28

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source=pdf_text observed=2026-08-03T06:04:35.688103Z digest=sha256:b42d1afdaee949afc5ed55c7e4a16d99844abe5fba96c3a0c2ab605469f71388

Observation ddc05d1a-f330-4707-b6dc-55bee3212560 · outbound

This paper cites Learning to transduce with unbounded memory,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Learning to transduce with unbounded memory,

Reference 29

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source=pdf_text observed=2026-08-03T06:04:35.754836Z digest=sha256:636f348f6aa5b81ac6d9262a231df1f81a7c255da60cb3f1ee91d15a30ac242f

Observation 25b72df5-b1c5-4f98-843a-d4ec52d5bc2e · outbound

This paper cites Inferring algorithmic patterns with stack- augmented recurrent nets,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Inferring algorithmic patterns with stack- augmented recurrent nets,

Reference 30

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source=pdf_text observed=2026-08-03T06:04:35.811708Z digest=sha256:cc55470b7bc9d023463496895cb76091fdb8c60eee08f6e7e6680a73f27c319f

Observation 49860e84-f74f-4383-9518-ca62620517a0 · outbound

This paper cites Learning context-free languages with non- deterministic stack RNNs,.

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

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source=pdf_text observed=2026-08-03T06:04:35.902743Z digest=sha256:7d02ed0e2114937a9f7d623c7932eca5eed97fded4d335e2c86d560881887c88

Observation c5b3fee1-54d0-4cf1-ba39-90a1b4fba8b0 · outbound

This paper cites Turing completeness of bounded- precision recurrent neural networks,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Turing completeness of bounded- precision recurrent neural networks,

Reference 32

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source=pdf_text observed=2026-08-03T06:04:36.017763Z digest=sha256:15b0a1a829a499950c4b1b827b57aefa1c2b9083cb042d147708b527d859396d

Observation c3d51be2-7ce8-48d3-b4e8-6eb316eea394 · outbound

This paper cites Stack attention: Improving the ability of transformers to model hierarchical patterns,.

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

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source=pdf_text observed=2026-08-03T06:04:36.121735Z digest=sha256:b29f37ddf3e1c663e516ebfd476e5ae8d79b68738cc65ab2bda08d7745a941e1

Observation 0c9a81ea-55e6-4b45-b03a-14dd9ff36bcf · outbound

This paper cites Pushdown layers: Encoding recursive structure in transformer language models,.

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

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source=pdf_text observed=2026-08-03T06:04:36.242149Z digest=sha256:2e87c23ce4f1d33f701f0bacce72ed85388ea18ee9b8d0fad20e2a9516a48ff7

Observation 058e870d-66fd-4701-9c19-00ccbfa894e5 · outbound

This paper cites Recursive transformer: Boosting reasoning ability with state stack,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Recursive transformer: Boosting reasoning ability with state stack,

Reference 35

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source=pdf_text observed=2026-08-03T06:04:36.368348Z digest=sha256:f30cb2299d12fa6c1380bf652555773ae576652c2cde2a427648e1e7c35504a1

Observation 533e0113-3f61-4c9a-aa1b-b352f66a9782 · outbound

This paper cites Transformer-XL: Attentive language models beyond a fixed-length context,.

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

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source=pdf_text observed=2026-08-03T06:04:36.483676Z digest=sha256:fe9fd56142752e96855543a7d1ce92aaabdb78ec54368fab7b9a67fa05aabdb2

Observation 5edb61c9-0444-49b1-afde-502aab8eb7ab · outbound

This paper cites Compressive transformers for long-range sequence modelling,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Compressive transformers for long-range sequence modelling,

Reference 37

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no resolver link, observed 2026-08-03T06:04:36.592419Z

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source=pdf_text observed=2026-08-03T06:04:36.592419Z digest=sha256:faac9a1b034f2903f876689819343da6d015f5bb39678ecd0f5e93f09f26ba97

Observation 4a04badf-2617-4e5d-8c00-05a2e35778ca · outbound

This paper cites Pretraining context compressor for large language models with embedding-based memory,.

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

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source=pdf_text observed=2026-08-03T06:04:36.673587Z digest=sha256:2d8fd421dd9a54d71444d88199cda84cf4fb7488e11741f64c31f35625523d76

Observation 371f8624-bdf7-4c6f-be6d-69abca9a25bb · outbound

This paper cites On the computational power of transformers and its implications in sequence modeling,.

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

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source=pdf_text observed=2026-08-03T06:04:36.811977Z digest=sha256:ad7501bed598950264601eb79214d212668128b1e30b2439907064d376a68a50

Observation ea6897b2-ede3-4857-8ef0-46f592a74150 · outbound

This paper cites Universal Transformers.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Universal Transformers

Reference 40

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no resolver link, observed 2026-08-03T06:04:36.983926Z

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source=pdf_text observed=2026-08-03T06:04:36.983926Z digest=sha256:e8db3ad1322f1546752e579dc24470f234880053a5bf598d8ad01abae96ac3c3

Observation 960e24cf-0aa8-494b-9d1e-e282cc3708d0 · outbound

This paper cites The expressive power of transformers with chain of thought,.

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

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no resolver link, observed 2026-08-03T06:04:37.150649Z

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source=pdf_text observed=2026-08-03T06:04:37.150649Z digest=sha256:169db45448d378d40ef6289275157a8eebbf28a37a9f82ae9357db8b61105c86

Observation b1f4991b-aaf2-4664-9799-4a1d8284dfef · outbound

This paper cites Efficient Turing machine simulation with Trans- formers,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Efficient Turing machine simulation with Trans- formers,

Reference 42

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source=pdf_text observed=2026-08-03T06:04:37.291018Z digest=sha256:f64cea2fa658be67a265ed338d591a5f6bf96255eaa581240afe20990008761b

Observation ce964334-c412-4711-b986-630b4473be92 · outbound

This paper cites Do transformers need deep long-range memory?.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Do transformers need deep long-range memory?

Reference 43

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source=pdf_text observed=2026-08-03T06:04:37.406280Z digest=sha256:6b586f4159c294be99d58f5841bb1674f4ee454e78ae69be6104769c1bcaa0a7

Observation ee8cf304-4115-4e35-a08c-29b055453e3b · outbound

This paper cites Train short, test long: Attention with linear biases enables input length extrapolation,.

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

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source=pdf_text observed=2026-08-03T06:04:37.524355Z digest=sha256:7d9f4c2e4f99da5a0f15777b64d83bac8fbadb9dd36e50dab18cac90e3681f92

Observation b986b86c-49b3-43c3-b720-c9a1fe3d374b · outbound

This paper cites The impact of positional encoding on length generalization in transformers,.

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

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source=pdf_text observed=2026-08-03T06:04:37.633026Z digest=sha256:dee262c8ba7471cb326738465356d412f1fa4f8430e9106b33dd55a2ee6ffd68

Observation d19851b2-7b81-4d9e-8b53-3d8784589738 · outbound

This paper cites RoFormer: En- hanced transformer with rotary position embedding,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts RoFormer: En- hanced transformer with rotary position embedding,

Reference 46

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-03T06:04:37.772099Z digest=sha256:6022fecf83bd804978188e2185e819ad2b5824db3682692f200554548d511c09

Observation 26bbf85c-6fbc-4113-bf73-e66812bbd626 · outbound

This paper cites Base of RoPE bounds context length,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Base of RoPE bounds context length,

Reference 47

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no resolver link, observed 2026-08-03T06:04:37.936951Z

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source=pdf_text observed=2026-08-03T06:04:37.936951Z digest=sha256:3bb828b6c2ab78b4b92a2a66b28568c592f850f55c55c50422eda848e33391b6

Observation 364b062b-d48c-4a9f-8f9e-1cd551907979 · outbound

This paper cites Rotary positional embeddings as phase modulation: Theoretical bounds on the RoPE base for long-context transformers,.

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

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source=pdf_text observed=2026-08-03T06:04:38.052964Z digest=sha256:5530f580764807635c3a9694c54d135e883c187b177f4296d7edc2329c4f8af1

Observation 061fd2f3-e576-4bb3-ba5a-04fb7e703611 · outbound

This paper cites Towards re- vealing the mystery behind chain of thought: A theoretical perspective,.

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

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source=pdf_text observed=2026-08-03T06:04:38.146977Z digest=sha256:6249d83b7efca7b799d6aed949cc88f759c563f56821881083cc961bbd9a66ba

Observation dfedf7ec-dd30-41ed-ad5e-dc822ad48c60 · outbound

This paper cites Benefits and Limitations of Communication in Multi-Agent Reasoning.

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

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source=pdf_text observed=2026-08-03T06:04:38.205905Z digest=sha256:493abf4949272eceff05c7ba59a51c60c7e3fc9818bed2c7ad8ec9a8dc23f587

Observation 7c20dfd9-649e-42cc-9677-7c18928a7b50 · outbound

This paper cites Modeling tool use in transformers via computation oracles,.

Transcript-Managed Transformers: Monotone Multi-Agent Collapse and Universality with Two Pop-Enabled Transcripts Modeling tool use in transformers via computation oracles,

Reference 51

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source=pdf_text observed=2026-08-03T06:04:38.256357Z digest=sha256:fd02bf6c6c4fa42568d5cfa6ff2d7cb0950419d310e5dc1e42ee906c42d7bfd7

Pith citing papers

No inbound Pith citation observations are available.