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Paper Citation Record · LEDGER

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

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.

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 2026-08-08T06:32:00.761636+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

51 of 51 outbound references displayed

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  • verified fuzzy0
  • 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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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:e602f4ca8d7fdffb27bc25598b0fc3b1637059ee92a0cebd5525ca831fb0dfdd

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:b1c27ecf8ed7fc1d596a15497a93c2cb145716a443caf72f076faaaea5f6cb9e

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:a3e25e3ea474578a9b04796c4fe00be73419371365475c7a75b805a06ba186ce

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=sha256:8c19ea2687fd459cb7aef4b01cd3ce068cb031b3bd99009155796e1e52c97e52

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=sha256:474e32e7dc8c2ba468ca40b14e848e68cd8951eced03036da72d2561599bb036

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:bbb4732cb5600abd3ea3c01fb58128e2e05a5423ccb9dd40ab0f8306dbebd424

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:bb3d55538165f201bcb3bdf2dda7158375eac7098d9a4313b555c0cc9237fecd

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:cd1272776c23dc84564c429e529f064cff1472e8e84b69c3d38b9b89b6348a74

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=sha256:68a5bf4dabb023eb7f8dcdac5f2ab917744d13ac8c1e1acf4db1d8d95aa66eb4

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:c00ad6e774b655f48fdffd224f58247abec8963abc6150d582c198aa3b8ef49c

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=sha256:60aa4276ede5b47310600afb8c15e55fe78b4f342cc04595d1b778c820fa8888

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=sha256:8cda2e2550f7147800f65a9308e3228316aa779979f6638d994656f6ddfad4f6

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:be8b483131f54302103a73aa045d60151b2c9fcf85286c28edaf18e76faf29ba

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:ec56d56725e5d6c48f4394fb9051047959fbdd4850938857627cd2c849265b39

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:a0fc9db637cb4ca696894f64f13884b7910a2aa652a2a80b5f17ee508b8392ce

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=sha256:0fee686f4a0938fd084388420de2bdbd40945c3aa134661361a34568f44e8ffb

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=sha256:2b3a8772fe6e4d584fcd9dd79b6e48933bdb01b85a8fe78eeae4d46907acc471

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:f6b6d78a042ee2396abda9c73acfccdd120a1cb08bace0b4f0bf71725a4be22f

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=sha256:4804523433d97f17a944467b5333cb8df8f781241855c0d419b5fb47b21d0bb4

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=sha256:5a494cd2e5e7b156514519145a42cb875e0631844f5fdb1e4a112e88934ed2b4

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=sha256:8d33ebf7cb1a752190b413620e844391e2f714e5a67247d2d0761d652dadb2b4

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:aa2b0e912ddf9f907977b64b4ee08940b2ddf384ce761a2bc17a1deae7ce8000

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:a8173190b81d46fb846ad8cf1998c0092158efdf2f89f028c2847e139c88ce26

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:cac30ce3b65770806fca3c9d284b2baa198a417de49dd9b432535d0376e460ca

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:dbe6ae2f372b69d9f374a37a5d93674a1179e2b3d40fa8cae93d47e873c675e2

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=sha256:1274b2223d13917c7fe31c96646203939029a8cef8beb49b6a85de08dba633b5

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=sha256:4a1bc2472a75febd3e8b49564a4068ceebca0796f60536ee1316a51d4b63a085

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=sha256:90649fef0969082c17e96faaab74fb2a9884516f43fc688f4b5840cf82eb3203

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=sha256:2bd51ab9a18a9197725c83f5a85f5157f9f7d40d8181868c857446f2eea4fe2c

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:d6aec844b2a4c5dd38cf9049acc1e903159c2a521d986d41d2e976c6ebd77ea4

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=sha256:684fcd1471aa175acd0da56f51f61c39da96a42ffcdfbde117e3d6e537d95d23

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:b224b6dd32f21469f65dea1919e158da9ed51f7e88c0ad0987f056e70b66c7be

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=sha256:446040d014db19307b7650fc4949862e38c37d3f4ddbcfd5112dfbc324f91550

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=sha256:24c7618c725209e4c889ac9998d58833c0de8691d51b4fe40588870e85ab040b

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=sha256:42decd196f2880695b9a739980a437694575334cbccb29c7f82444fd05795dee

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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source=pdf_text observed=2026-08-03T06:04:36.592419Z digest=sha256:6c1cbbcdba7a07012511cdc714aa0863dd588bc6a1416368ca1fa2c30bec76f3

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=sha256:8c7a26abf45b398e75c65e18f6470b7f2e6113ca0bd5e98c6f2cbf83c4863c7a

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=sha256:4c4c20353f1111009bea51b54199f752d31f33836619bf3db29c12e4834a14ec

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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source=pdf_text observed=2026-08-03T06:04:36.983926Z digest=sha256:92c3c2328e78c06a0082369be7223dc4fa9c48f0dd2a310441b2ab906e9d48e8

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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source=pdf_text observed=2026-08-03T06:04:37.150649Z digest=sha256:f3dea9431aaa551dc374446a1f537a88c30aee11ff4ab0265c9bb217b7905f6a

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:c57877c3aa2ad1adb895f18ca8ceade252768a40562bdb520a268dbd32de1f85

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:ef35720d7ba08d19126b56415025e5eb7dc4f2a45a2729a9a50b6f05c5b27638

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:f96dce8e9d5de3c8e61975367bbd80175bae8ac7944b566905d98defe5c1efa6

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=sha256:0d5679dd8998016ad4e6bb60606f956bf48e1ac057a8014b9500e5090c684410

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=pdf_text observed=2026-08-03T06:04:37.772099Z digest=sha256:dbd84db3bb10d756066b39b2ff620a52cb945496603d72e280f0ec870db8de0a

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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source=pdf_text observed=2026-08-03T06:04:37.936951Z digest=sha256:2f768ca54ef90d9873dd5e88a460521725554210261c96430f0489021f9bf35b

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:c1f8f08699c541997926807ebbbb86565c6edcc4704022c2def4509772399b16

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=sha256:6039b8fb45fed7026448f7f778919550aa3561d76808f2e68a2694896cd7eeef

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:c6fe5261128ed1815bed7a93151abebbe81c50d1d87980a68af665389aae619d

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=sha256:16b43180475d736f2e770f87af9f58af9fb2e00032140388621f7aa465608ace

Pith citing papers

No inbound Pith citation observations are available.