Paper Citation Record · LEDGER

Reasoning with Latent Thoughts: On the Power of Looped Transformers

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 52 inbound Pith citation observations for arXiv:2502.17416.

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

pith.paper-citation-record.v1
2502.17416 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 52 of 52 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 52 of 52 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:20:22.838412Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

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External citation measurements

2
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation c0015923-daa1-485b-bf05-312c7a157d65 · inbound

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models cites this paper.

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 149

Resolution: metadata mismatch; arxiv_id, observed 2026-05-14T01:29:56.735563Z

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 02003bc6-8d18-4194-b034-5ba1f504b228 · inbound

A Survey of Scaling in Large Language Model Reasoning cites this paper.

A Survey of Scaling in Large Language Model Reasoning Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 168

Resolution: verified exact; arxiv_id, observed 2026-05-22T21:22:08.824654Z

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

Observation 8bf780d3-8dc2-4c49-b3b5-3aadfa905863 · inbound

Multilingual Test-Time Scaling via Initial Thought Transfer cites this paper.

Multilingual Test-Time Scaling via Initial Thought Transfer Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:22.838412Z

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Observation 712a33ed-a130-45e1-a0e3-3db6b8393394 · inbound

LARES: Latent Reasoning for Sequential Recommendation cites this paper.

LARES: Latent Reasoning for Sequential Recommendation Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T14:59:18.365892Z

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Observation 9f4f3ba8-e72d-40ff-9ee7-72bce75c6385 · inbound

SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought cites this paper.

SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T12:38:58.395003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50f7614f-df43-4b46-b11c-55a5faa55804 · inbound

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning cites this paper.

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-07T10:42:41.011502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b52c106-aedd-4ac3-9c20-7d8b83662f4f · inbound

Energy-Based Transformers are Scalable Learners and Thinkers cites this paper.

Energy-Based Transformers are Scalable Learners and Thinkers Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 127

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cb73c37-19bc-4b79-865f-0299409f9023 · inbound

Fast and Simplex: 2-Simplicial Attention in Triton cites this paper.

Fast and Simplex: 2-Simplicial Attention in Triton Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T20:31:47.946894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc81bb00-2fc9-4ca3-b39f-42356edd5a59 · inbound

A Survey on Latent Reasoning cites this paper.

A Survey on Latent Reasoning Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 86

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da14d553-b976-4338-b319-1dd60a2956b5 · inbound

Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey cites this paper.

Towards Concise and Adaptive Thinking in Large Reasoning Models: A Survey Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 159

Resolution: unresolved; no resolver link, observed 2026-08-06T17:54:17.624266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af33b641-d149-4c9c-b427-126ad1cebacc · inbound

Implicit Reasoning in Large Language Models: A Comprehensive Survey cites this paper.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.715709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9cca2d0-50a0-414e-84a8-f613b453f372 · inbound

Coevolutionary Continuous Discrete Diffusion: Make Your Diffusion Language Model a Latent Reasoner cites this paper.

Coevolutionary Continuous Discrete Diffusion: Make Your Diffusion Language Model a Latent Reasoner Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-18T10:16:14.089168Z

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 e190bb00-e0fa-447c-8696-86d533a0ba69 · inbound

Scaling Latent Reasoning via Looped Language Models cites this paper.

Scaling Latent Reasoning via Looped Language Models Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-15T07:43:11.747494Z

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 7a43eccb-01b9-4a4d-a032-00cec2c9329b · inbound

Scaling Latent Reasoning via Looped Language Models cites this paper.

Scaling Latent Reasoning via Looped Language Models Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T07:31:11.090646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a9b6fb7-0a38-45a5-aade-a4a8b05ec364 · inbound

LaRe: Latent Refocusing for Multimodal Reasoning cites this paper.

LaRe: Latent Refocusing for Multimodal Reasoning Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-04T00:15:17.660086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d20ec48a-91f1-4dd6-b1d5-ce6212ae53dc · inbound

Prioritize the Process, Not Just the Outcome: Rewarding Latent Thought Trajectories Improves Reasoning in Looped Language Models cites this paper.

Prioritize the Process, Not Just the Outcome: Rewarding Latent Thought Trajectories Improves Reasoning in Looped Language Models Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 2025

Resolution: malformed identifier; no resolver link, observed 2026-08-03T01:09:24.476096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97da0e0f-54c8-46e5-acc0-04f226e0c45d · inbound

Turbo Connection: Reasoning as Information Flow from Higher to Lower Layers cites this paper.

Turbo Connection: Reasoning as Information Flow from Higher to Lower Layers Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T22:08:42.555183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef2b899b-92e5-4a83-8c7b-793a18f7a1d5 · inbound

Beyond Test-Time Memory: State-Space Optimal Control for LLM Reasoning cites this paper.

Beyond Test-Time Memory: State-Space Optimal Control for LLM Reasoning Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-15T12:09:16.468055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cc44915-42fd-438b-b59e-f13505c71d1d · inbound

ELT: Elastic Looped Transformers for Visual Generation cites this paper.

ELT: Elastic Looped Transformers for Visual Generation Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 64

Resolution: verified exact; arxiv_id, observed 2026-05-11T07:05:59.832283Z

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 b9805dde-79f4-49ab-a655-4251b447537d · inbound

ELT: Elastic Looped Transformers for Visual Generation cites this paper.

ELT: Elastic Looped Transformers for Visual Generation Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 61

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8238998c-ea2c-49cb-84a9-081882e34dc2 · inbound

A Mechanistic Analysis of Looped Reasoning Language Models cites this paper.

A Mechanistic Analysis of Looped Reasoning Language Models Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:41:02.869528Z

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 c46d9110-389b-429b-b60f-141fa562ffd6 · inbound

Do Transformers Use their Depth Adaptively? Evidence from a Relational Reasoning Task cites this paper.

Do Transformers Use their Depth Adaptively? Evidence from a Relational Reasoning Task Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:16:07.361356Z

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 bf2d6e89-6089-47cf-a15e-2f560cd34e62 · inbound

Parcae: Scaling Laws For Stable Looped Language Models cites this paper.

Parcae: Scaling Laws For Stable Looped Language Models Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 70

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:21:01.078033Z

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 15b83aef-87ca-490c-a776-ecfcad59f2bf · inbound

C-voting: Confidence-Based Test-Time Voting without Explicit Energy Functions cites this paper.

C-voting: Confidence-Based Test-Time Voting without Explicit Energy Functions Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:05:24.991777Z

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 353d52e7-d714-4cb7-8e7f-1bb5605c4ef7 · inbound

LLM Reasoning Is Latent, Not the Chain of Thought cites this paper.

LLM Reasoning Is Latent, Not the Chain of Thought Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-10T08:53:04.652075Z

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

Observation d2bfa3f1-99f7-4870-9bac-b415cc3f8449 · inbound

One Step Forward and K Steps Back: Better Reasoning with Denoising Recursion Models cites this paper.

One Step Forward and K Steps Back: Better Reasoning with Denoising Recursion Models Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 216

Resolution: verified exact; arxiv_id, observed 2026-05-10T11:05:09.063513Z

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 78b3bd42-4177-4696-925d-fdf5211416b3 · inbound

HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question Answering cites this paper.

HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question Answering Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 99

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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 b12cc754-03b5-4fc5-8e6f-f66773922460 · inbound

Hyperloop Transformers cites this paper.

Hyperloop Transformers Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:16:04.449359Z

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 63857b0f-54c6-465c-9e58-75ca4116e0a4 · inbound

Universal Transformers Need Memory: Depth-State Trade-offs in Adaptive Recursive Reasoning cites this paper.

Universal Transformers Need Memory: Depth-State Trade-offs in Adaptive Recursive Reasoning Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-09T22:49:15.465433Z

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 a66a5a5b-6914-439b-bdab-844b8c6dc838 · inbound

Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost cites this paper.

Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 91

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:06:09.738772Z

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 8d5174fb-2a46-4e6e-930f-c00f975ab480 · inbound

Memory-Efficient Looped Transformer: Decoupling Compute from Memory in Looped Language Models cites this paper.

Memory-Efficient Looped Transformer: Decoupling Compute from Memory in Looped Language Models Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-11T02:45:57.756168Z

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 2a8bc25f-2f6d-4dd8-874f-2fd38650f152 · inbound

Memory-Efficient Looped Transformer: Decoupling Compute from Memory in Looped Language Models cites this paper.

Memory-Efficient Looped Transformer: Decoupling Compute from Memory in Looped Language Models Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-20T23:03:50.638290Z

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 49c59b8d-9409-4184-b938-ba1b567205c3 · inbound

Simply Stabilizing the Loop via Fully Looped Transformer cites this paper.

Simply Stabilizing the Loop via Fully Looped Transformer Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-20T23:23:51.750269Z

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 b58e58ba-6aa5-4f90-8692-d968583da0db · inbound

Block-Based Double Decoders cites this paper.

Block-Based Double Decoders Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-20T22:09:07.449236Z

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 76837477-f37d-4f0c-accf-e52961418fe6 · inbound

Block-Based Double Decoders cites this paper.

Block-Based Double Decoders Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-01T14:15:47.081196Z

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 c73cadbe-efcd-4bd1-a884-fac9de17f991 · inbound

LACO: Adaptive Latent Communication for Collaborative Driving cites this paper.

LACO: Adaptive Latent Communication for Collaborative Driving Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-22T06:21:10.113670Z

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 b9e5bb38-a80c-427b-a380-4b8f1716bff4 · inbound

Learned Relay Representations for Forward-Thinking Discrete Diffusion Models cites this paper.

Learned Relay Representations for Forward-Thinking Discrete Diffusion Models Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-25T06:00:22.917030Z

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 ee2884b7-2007-4a8b-b300-8f769aa41589 · inbound

Learned Relay Representations for Forward-Thinking Discrete Diffusion Models cites this paper.

Learned Relay Representations for Forward-Thinking Discrete Diffusion Models Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-06-30T17:24:56.677040Z

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 7e7120cb-0360-4cf7-b7a5-1347befebf7e · inbound

Looped Diffusion Language Models cites this paper.

Looped Diffusion Language Models Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 63

Resolution: verified exact; arxiv_id, observed 2026-06-29T23:14:01.123486Z

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 9a17beca-c812-4ab1-a04f-3c767b2722c9 · inbound

DAG-MoE: From Simple Mixture to Structural Aggregation in Mixture-of-Experts cites this paper.

DAG-MoE: From Simple Mixture to Structural Aggregation in Mixture-of-Experts Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-07-01T21:16:14.423060Z

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 2cd56d9a-0e05-4213-bbdb-0601980deb85 · inbound

Principles and Practice of Deep Representation Learning: or a Mathematical Theory of Memory cites this paper.

Principles and Practice of Deep Representation Learning: or a Mathematical Theory of Memory Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 92

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T11:46:55.347212Z

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 2e1f5c09-ff35-4c3f-ad54-8930ffb0ca84 · inbound

Dropout-GRPO: Variational Stochasticity for Continuous Latent Reasoning cites this paper.

Dropout-GRPO: Variational Stochasticity for Continuous Latent Reasoning Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-07-03T00:17:29.496741Z

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 967d9a12-8de4-4437-aabb-8f7943828323 · inbound

PearlVLA: Progressive Embodied Action-Plan Refinement in Latent Space cites this paper.

PearlVLA: Progressive Embodied Action-Plan Refinement in Latent Space Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-07-03T20:58:58.536515Z

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 a2e456b6-afdf-417d-bb1b-1edc9018e39f · inbound

Repeated Shared Access Enables Grokking, but Edit Propagation Depends on an Addressable Memory cites this paper.

Repeated Shared Access Enables Grokking, but Edit Propagation Depends on an Addressable Memory Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-07-04T01:09:18.563231Z

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 018cb2a6-60df-4469-9713-a0e72483a612 · inbound

DiscoLoop: Looping Discrete Embeddings and Continuous Hidden States for Multi-hop Reasoning cites this paper.

DiscoLoop: Looping Discrete Embeddings and Continuous Hidden States for Multi-hop Reasoning Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-07-02T13:56:59.374842Z

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 32383191-b273-49ed-9fbb-92582889a49e · inbound

DiscoLoop: Looping Discrete Embeddings and Continuous Hidden States for Multi-hop Reasoning cites this paper.

DiscoLoop: Looping Discrete Embeddings and Continuous Hidden States for Multi-hop Reasoning Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T09:18:44.591386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f080ee9e-ff10-427d-b3ae-4f535125ffe6 · inbound

HALO: Hybrid Adaptive Latent Reasoning for Language Models cites this paper.

HALO: Hybrid Adaptive Latent Reasoning for Language Models Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-13T08:04:15.548790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e76d8fd9-76ac-4873-8ebc-75ad7cc8651a · inbound

DeepLoop: Depth Scaling for Looped Transformers cites this paper.

DeepLoop: Depth Scaling for Looped Transformers Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T05:05:25.615490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdc3d44a-a339-4df2-aac1-8d52271f9e3b · inbound

Mobius Learning: Cyclic Depth Folding in Transformers cites this paper.

Mobius Learning: Cyclic Depth Folding in Transformers Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T16:53:42.884721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a6cfb9c-d00a-44b1-bc49-bbdd0057ead4 · inbound

Operational Proto-Introspection in Looped Language Models: Process-Quality Taps, Executable Branching, and the Readout-Control Boundary cites this paper.

Operational Proto-Introspection in Looped Language Models: Process-Quality Taps, Executable Branching, and the Readout-Control Boundary Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T15:08:38.761430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b82edb7-4621-44a5-b01a-e79e0ef597ed · inbound

Adaptive Depth in Looped Transformers: Diagnosing Learned Halting Gates and Trajectory Readouts cites this paper.

Adaptive Depth in Looped Transformers: Diagnosing Learned Halting Gates and Trajectory Readouts Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 24

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Observation 619a0a50-b210-4cbc-bcfa-4f77e83568cd · inbound

SHIFT: Self-reconstruction Harnesses Implicit Fine-grained Thinking for Retrieval cites this paper.

SHIFT: Self-reconstruction Harnesses Implicit Fine-grained Thinking for Retrieval Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T07:51:12.914697Z

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