Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-13T14:03:01.974171Z
Paper Citation Record · LEDGER
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
As of 15 July 2026, this Paper Citation Record lists 100 of 294 outbound references and 31 inbound Pith citation observations for arXiv:2604.02029.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-07-14T06:31:01.685423+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-14T16:55:54.890261Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-09T05:36:01.166323Z
Reference resolution
100 of 294 outbound references displayed
- verified exact11
- verified fuzzy0
- unresolved86
- parse uncertain0
- malformed identifier2
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation b0900283-8dc4-422c-b931-2f9460505b83 · outbound
This paper cites Unlocking out-of-distribution generalization in transformers via recursive latent space reasoning.CoRR, abs/2510.14095, 2025.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Unlocking out-of-distribution generalization in transformers via recursive latent space reasoning.CoRR, abs/2510.14095, 2025
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ca8c4bb-ad85-423e-b8e0-8382a51ee035 · outbound
This paper cites Latent reasoning with supervised thinking states.CoRR, abs/2602.08332, 2026.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Latent reasoning with supervised thinking states.CoRR, abs/2602.08332, 2026
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00cdde64-6f3c-4182-bcf3-4bbfbcbd4cee · outbound
This paper cites Armstrong, Zlatko Joncev, Andres M.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Armstrong, Zlatko Joncev, Andres M
Reference 3
- Resolution
- verified exact
- arxiv_id, observed 2026-07-13T14:09:39.083796Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation fa662205-7a44-4221-88c9-4e704fca57ba · outbound
This paper cites Latent Reasoning in TRMs is Secretly a Policy Improvement Operator.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Latent Reasoning in TRMs is Secretly a Policy Improvement Operator
Reference 4
- Resolution
- verified exact
- local_arxiv, observed 2026-07-13T14:09:38.535527Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation f30e1a81-9bea-44ea-bd9a-baadc6fc2d8c · outbound
This paper cites Latent Reasoning VLA: Latent Thinking and Prediction for Vision-Language-Action Models.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Latent Reasoning VLA: Latent Thinking and Prediction for Vision-Language-Action Models
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be4a78bf-fec7-4ad9-9c2a-09d6c98046b6 · outbound
This paper cites Human Preferences in Large Language Model Latent Space: A Technical Analysis on the Reliability of Synthetic Data in Voting Outcome Prediction.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Human Preferences in Large Language Model Latent Space: A Technical Analysis on the Reliability of Synthetic Data in Voting Outcome Prediction
Reference 6
- Resolution
- verified exact
- local_arxiv, observed 2026-07-13T14:09:38.774596Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation c7dd245f-73ae-4de1-95df-2658d69ba7d3 · outbound
This paper cites Multimodal machine learning: A survey and taxonomy.IEEE Trans.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Multimodal machine learning: A survey and taxonomy.IEEE Trans
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cfdc3418-0eef-4b02-9c31-d8544998f64a · outbound
This paper cites Courville, and Pascal Vincent.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Courville, and Pascal Vincent
Reference 8
- Resolution
- verified exact
- doi, observed 2026-07-13T14:09:38.524385Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation 7500ae0b-bab3-4b58-bf50-00924c3fc0b6 · outbound
This paper cites Not only text: Exploring compositionality of visual representations in vision-language models.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Not only text: Exploring compositionality of visual representations in vision-language models
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ed65ae8-7ad2-4cf7-bcd2-9ca7ad48ef1d · outbound
This paper cites Motus: A Unified Latent Action World Model.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Motus: A Unified Latent Action World Model
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1fc588c1-9fb4-4754-b7dc-b931606f3719 · outbound
This paper cites Shapiro, and Ran- jay Krishna.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Shapiro, and Ran- jay Krishna
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 29558a4d-4c4b-442d-821f-f7905ca7039c · outbound
This paper cites an unresolved cited work.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Unresolved cited work
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a4f4718-66a2-4e16-92ad-7967380f45dc · outbound
This paper cites UniVLA: Learning to Act Anywhere with Task-centric Latent Actions.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook UniVLA: Learning to Act Anywhere with Task-centric Latent Actions
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36b3f728-c5ee-4fa6-b45d-d0c9c3ed9858 · outbound
This paper cites LAOF: robust latent action learning with optical flow constraints.CoRR, abs/2511.16407, 2025.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook LAOF: robust latent action learning with optical flow constraints.CoRR, abs/2511.16407, 2025
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 01741849-26cf-4797-bad1-27f3798b7961 · outbound
This paper cites Chawla, and Tomasz Kajdanowicz.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Chawla, and Tomasz Kajdanowicz
Reference 16
- Resolution
- verified exact
- arxiv_id, observed 2026-07-13T14:09:38.505726Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation 8bee5574-f4af-4c87-9382-4500c0522f3c · outbound
This paper cites LatentPrompt: Optimizing Promts in Latent Space.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook LatentPrompt: Optimizing Promts in Latent Space
Reference 17
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-13T14:09:38.430077Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation cfcff82d-fc05-4c13-b5cf-fddc0327bc64 · outbound
This paper cites Steering and rectifying latent representation manifolds in frozen multi-modal llms for video anomaly detection.arXiv preprint arXiv:2602.24021, 2026.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Steering and rectifying latent representation manifolds in frozen multi-modal llms for video anomaly detection.arXiv preprint arXiv:2602.24021, 2026
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf55cda5-c969-458d-b32b-d6be83b71898 · outbound
This paper cites Seeing space and motion: Enhancing latent actions with spatial and dynamic awareness for VLA.CoRR, abs/2509.26251, 2025.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Seeing space and motion: Enhancing latent actions with spatial and dynamic awareness for VLA.CoRR, abs/2509.26251, 2025
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca513022-059d-4386-bd07-94d1da909f33 · outbound
This paper cites Reasoning in the dark: Interleaved vision-text reasoning in latent space.CoRR, abs/2510.12603, 2025.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Reasoning in the dark: Interleaved vision-text reasoning in latent space.CoRR, abs/2510.12603, 2025
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35eaf977-a0da-45da-b17f-42c5060f4bb2 · outbound
This paper cites VL-JEPA: joint embedding predictive architecture for vision-language.CoRR, abs/2512.10942, 2025.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook VL-JEPA: joint embedding predictive architecture for vision-language.CoRR, abs/2512.10942, 2025
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14b95965-dd5e-484d-b895-68bc47d1329c · outbound
This paper cites Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-Rewarding.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-Rewarding
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5566e2cf-db60-47da-b179-37c351288523 · outbound
This paper cites Latent debate: A surrogate framework for interpreting LLM thinking.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Latent debate: A surrogate framework for interpreting LLM thinking
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 356f0c8f-ad6d-4411-9f21-781c9983c0a6 · outbound
This paper cites Towards Explainable Industrial Anomaly Detection via Knowledge-Guided Latent Reasoning.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Towards Explainable Industrial Anomaly Detection via Knowledge-Guided Latent Reasoning
Reference 24
- Resolution
- verified exact
- local_arxiv, observed 2026-07-13T14:09:38.498480Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation d400f4ed-4721-4f8e-8bdf-e3bbe634b77e · outbound
This paper cites iclp: Large language model reasoning with implicit cognition latent planning.CoRR, abs/2512.24014, 2025.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook iclp: Large language model reasoning with implicit cognition latent planning.CoRR, abs/2512.24014, 2025
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fbcfc276-3edf-4363-944e-00dee2697cd0 · outbound
This paper cites villa-X: Enhancing Latent Action Modeling in Vision-Language-Action Models.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook villa-X: Enhancing Latent Action Modeling in Vision-Language-Action Models
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7200fd5-c4cb-425b-bf57-9c6ee34dc148 · outbound
This paper cites Reasoning beyond language: A comprehensive survey on latent chain-of-thought reasoning.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Reasoning beyond language: A comprehensive survey on latent chain-of-thought reasoning
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8994db3-7e7c-4473-a2f5-3549b2d3a697 · outbound
This paper cites Think with 3d: Geometric imagination grounded spatial reasoning from limited views.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Think with 3d: Geometric imagination grounded spatial reasoning from limited views
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7c17218-430d-44ed-ba72-e986537001da · outbound
This paper cites Think consistently, reason efficiently: Energy-based calibration for implicit chain-of-thought.CoRR, abs/2511.07124, 2025.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Think consistently, reason efficiently: Energy-based calibration for implicit chain-of-thought.CoRR, abs/2511.07124, 2025
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ccf3f1ee-e821-4e86-a3ce-12d80c1e89db · outbound
This paper cites PolarMem: A Training-Free Polarized Latent Graph Memory for Verifiable Vision-Language Models.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook PolarMem: A Training-Free Polarized Latent Graph Memory for Verifiable Vision-Language Models
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9bf0be5c-300e-42f6-8537-0ba5b02af822 · outbound
This paper cites Compressed Chain of Thought: Efficient Reasoning Through Dense Representations.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Compressed Chain of Thought: Efficient Reasoning Through Dense Representations
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f80bda2f-5c87-4c20-aaa9-9be767776e25 · outbound
This paper cites Spot: Span- level pause-of-thought for efficient and interpretable latent reasoning in large language models.arXiv preprint arXiv:2603.06222, 2026.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Spot: Span- level pause-of-thought for efficient and interpretable latent reasoning in large language models.arXiv preprint arXiv:2603.06222, 2026
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9af452d2-77c6-4978-9aaf-5f169cae7994 · outbound
This paper cites Exploring system 1 and 2 communication for latent reasoning in llms.CoRR, abs/2510.00494, 2025.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Exploring system 1 and 2 communication for latent reasoning in llms.CoRR, abs/2510.00494, 2025
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34f7d767-fcd9-4723-b831-1ea6a907e6d2 · outbound
This paper cites Conla: Contrastive latent action learning from human videos for robotic manipulation.CoRR, abs/2602.00557, 2026.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Conla: Contrastive latent action learning from human videos for robotic manipulation.CoRR, abs/2602.00557, 2026
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 53c9ca6f-0969-4a34-a630-b4660513fac4 · outbound
This paper cites Language modeling is compression.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Language modeling is compression
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 488affaf-0e02-49e0-819b-3b4ed7e605be · outbound
This paper cites IIB-LPO: latent policy optimization via iterative information bottleneck.CoRR, abs/2601.05870, 2026.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook IIB-LPO: latent policy optimization via iterative information bottleneck.CoRR, abs/2601.05870, 2026
Reference 36
- Resolution
- verified exact
- arxiv_id, observed 2026-07-13T14:09:38.922300Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation bfefcd03-4b18-49e8-b408-e57119bca752 · outbound
This paper cites Llm latent reasoning as chain of superposition.CoRR, abs/2510.15522, 2025.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Llm latent reasoning as chain of superposition.CoRR, abs/2510.15522, 2025
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96655754-7f49-4416-8990-4d5b34a8dbbb · outbound
This paper cites Dery, Zohar Yahav, Henry Prior, Qixuan Feng, Jiajun Shen, and Arthur Szlam.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Dery, Zohar Yahav, Henry Prior, Qixuan Feng, Jiajun Shen, and Arthur Szlam
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3888078-25b3-48c2-8ef1-11987c588811 · outbound
This paper cites Interleaved latent visual reasoning with selective perceptual modeling.CoRR, abs/2512.05665, 2025.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Interleaved latent visual reasoning with selective perceptual modeling.CoRR, abs/2512.05665, 2025
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f554a92-40cf-4ddc-a987-20d2dca2132e · outbound
This paper cites Rethinking repetition problems of llms in code generation.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Rethinking repetition problems of llms in code generation
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc2eb131-aa08-4718-a16d-c3db72ce91c1 · outbound
This paper cites Latent thinking optimization: Your latent reasoning language model secretly encodes reward signals in its latent thoughts.CoRR, abs/2509.26314, 2025.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Latent thinking optimization: Your latent reasoning language model secretly encodes reward signals in its latent thoughts.CoRR, abs/2509.26314, 2025
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a3ac723-3ebd-4767-a47f-1a87d4d2efa4 · outbound
This paper cites Taming transformers for high-resolution image syn- thesis.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Taming transformers for high-resolution image syn- thesis
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f90513e8-8d6f-4a4c-a7f7-aecef3ecb392 · outbound
This paper cites Future-vla: Forecasting unified trajectories under real-time execution.arXiv preprint arXiv:2602.15882, 2026.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Future-vla: Forecasting unified trajectories under real-time execution.arXiv preprint arXiv:2602.15882, 2026
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation caea7f14-44c6-4506-9d08-984ef6db6cd3 · outbound
This paper cites SRPO: self-referential policy optimization for vision-language-action models.CoRR, abs/2511.15605,.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook SRPO: self-referential policy optimization for vision-language-action models.CoRR, abs/2511.15605,
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c2fa363-100a-4888-876a-87da1ebdac89 · outbound
This paper cites an unresolved cited work.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Unresolved cited work
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4309ba42-d65b-4ce1-9ac3-181357eaf44e · outbound
This paper cites Efficient reasoning models: A survey.Trans.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Efficient reasoning models: A survey.Trans
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ffd502fd-2a6d-4302-9191-3ac6ff856041 · outbound
This paper cites Latentmem: Customizing latent memory for multi-agent systems.CoRR, abs/2602.03036, 2026.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Latentmem: Customizing latent memory for multi-agent systems.CoRR, abs/2602.03036, 2026
Reference 48
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0124451f-8483-45f9-a81c-1ead728767ac · outbound
This paper cites Cache-to- cache: Direct semantic communication between large language models.CoRR, abs/2510.03215, 2025.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Cache-to- cache: Direct semantic communication between large language models.CoRR, abs/2510.03215, 2025
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1bb866c8-bd8d-42d5-817c-fc16cf3a3ab7 · outbound
This paper cites Think-at-Hard: Selective Latent Iterations to Improve Reasoning Language Models.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Think-at-Hard: Selective Latent Iterations to Improve Reasoning Language Models
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00bc46bb-79da-4d99-b5bc-3a79123b49b8 · outbound
This paper cites Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach
Reference 51
- Resolution
- malformed identifier
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 198d1093-720e-4147-8568-f30c151855b0 · outbound
This paper cites UniLACT: Depth-Aware RGB Latent Action Learning for Vision-Language-Action Models.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook UniLACT: Depth-Aware RGB Latent Action Learning for Vision-Language-Action Models
Reference 52
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fcfad3bf-4f82-4f2f-9f52-82682dea0308 · outbound
This paper cites Continuous chain of thought enables parallel exploration and reasoning.CoRR, abs/2505.23648,.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Continuous chain of thought enables parallel exploration and reasoning.CoRR, abs/2505.23648,
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac75b5dc-77ad-4f62-9aa3-c5fe1e7fa0d2 · outbound
This paper cites an unresolved cited work.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Unresolved cited work
Reference 54
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07e206cb-c6fc-483c-9c1e-12774f15050c · outbound
This paper cites Glad: Geometric latent distillation for vision-language-action models.CoRR, abs/2512.09619, 2025.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Glad: Geometric latent distillation for vision-language-action models.CoRR, abs/2512.09619, 2025
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5681f81-f7bb-47bb-9e71-55c4414ac316 · outbound
This paper cites S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation
Reference 56
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eedefdb3-33af-4c13-a93f-ef64edd0e1ea · outbound
This paper cites Lightweight Latent Reasoning for Narrative Tasks.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Lightweight Latent Reasoning for Narrative Tasks
Reference 57
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ef1cede-3564-4d13-83e2-987cc5deed12 · outbound
This paper cites Beyond Chains of Thought: Benchmarking Latent-Space Reasoning Abilities in Large Language Models.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Beyond Chains of Thought: Benchmarking Latent-Space Reasoning Abilities in Large Language Models
Reference 58
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e487889-618c-4466-9b0d-3497e458715b · outbound
This paper cites Deltakv: Residual-based KV cache compression via long-range similarity.CoRR, abs/2602.08005, 2026.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Deltakv: Residual-based KV cache compression via long-range similarity.CoRR, abs/2602.08005, 2026
Reference 59
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bec977a2-4d8d-4046-99a0-c30f3c938497 · outbound
This paper cites Training Large Language Models to Reason in a Continuous Latent Space.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Training Large Language Models to Reason in a Continuous Latent Space
Reference 60
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 827e8fc8-c0e0-4eab-8278-4dd10ca7adfb · outbound
This paper cites Clara: Bridgingretrieval and generation with continuous latent reasoning.CoRR, abs/2511.18659, 2025.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Clara: Bridgingretrieval and generation with continuous latent reasoning.CoRR, abs/2511.18659, 2025
Reference 61
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f571ed40-6fb0-4f5b-8763-8dbffcbe0839 · outbound
This paper cites Llm-based multi-agent systems for software engineering: Literature review, vision, and the road ahead.ACM Trans.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Llm-based multi-agent systems for software engineering: Literature review, vision, and the road ahead.ACM Trans
Reference 62
- Resolution
- verified exact
- doi, observed 2026-07-13T14:09:38.455242Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation 77757bbb-2aec-4824-aee5-35335a693e32 · outbound
This paper cites Semcot: Accelerating chain-of-thought reasoning through semantically-aligned implicit tokens.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Semcot: Accelerating chain-of-thought reasoning through semantically-aligned implicit tokens
Reference 63
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b1e91c6-d19f-4dbd-8f04-9fc7e21c3834 · outbound
This paper cites Learning to ponder: Adaptive reasoning in latent space.CoRR, abs/2509.24238,.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Learning to ponder: Adaptive reasoning in latent space.CoRR, abs/2509.24238,
Reference 64
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d5bad51-487c-4295-8d33-b63ef0aad5dc · outbound
This paper cites an unresolved cited work.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Unresolved cited work
Reference 65
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 571e253f-ff6a-41ef-90b8-413426a0448b · outbound
This paper cites Reasoning beyond chain- of-thought: A latent computational mode in large language models.CoRR, abs/2601.08058, 2026.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Reasoning beyond chain- of-thought: A latent computational mode in large language models.CoRR, abs/2601.08058, 2026
Reference 66
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d32a2050-1213-4b1b-9f83-ee2ff2fbc105 · outbound
This paper cites ActivationReasoning: Logical Reasoning in Latent Activation Spaces.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook ActivationReasoning: Logical Reasoning in Latent Activation Spaces
Reference 67
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 452a8847-dcd2-410c-9502-e28cc9171890 · outbound
This paper cites FlashMem: Distilling Intrinsic Latent Memory via Computation Reuse.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook FlashMem: Distilling Intrinsic Latent Memory via Computation Reuse
Reference 68
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ecf4caab-27f4-42f2-8033-4471eb026e50 · outbound
This paper cites The landscape of medical agents: A survey.Authorea Preprints, 2025.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook The landscape of medical agents: A survey.Authorea Preprints, 2025
Reference 70
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6cc259f1-8726-4b15-8b1c-ca88c3fef2dd · outbound
This paper cites Memory in the Age of AI Agents.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Memory in the Age of AI Agents
Reference 71
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f51b4158-86db-4e61-98db-e649c8e78030 · outbound
This paper cites ThinkAct: Vision-Language-Action Reasoning via Reinforced Visual Latent Planning.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook ThinkAct: Vision-Language-Action Reasoning via Reinforced Visual Latent Planning
Reference 72
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5fad12ad-47db-4a72-9e6b-f5f649ebcfa7 · outbound
This paper cites Fast-thinkact: Efficient vision-language-action reasoning via verbalizable latent planning.CoRR, abs/2601.09708,.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Fast-thinkact: Efficient vision-language-action reasoning via verbalizable latent planning.CoRR, abs/2601.09708,
Reference 73
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94864d00-e03c-4ba1-a4b6-2e15473cdc9b · outbound
This paper cites an unresolved cited work.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Unresolved cited work
Reference 74
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f5802ba-40a5-4b76-a64c-ad6bf8a5f1af · outbound
This paper cites CausalEmbed: Auto-Regressive Multi-Vector Generation in Latent Space for Visual Document Embedding.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook CausalEmbed: Auto-Regressive Multi-Vector Generation in Latent Space for Visual Document Embedding
Reference 75
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a10bb95-ae00-497c-aa92-d9e77febd37f · outbound
This paper cites CausalEmbed: Auto-Regressive Multi-Vector Generation in Latent Space for Visual Document Embedding.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook CausalEmbed: Auto-Regressive Multi-Vector Generation in Latent Space for Visual Document Embedding
Reference 76
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17835959-537f-43de-90e5-e95cae2b3d03 · outbound
This paper cites Loopformer: Elastic-depth looped transformers for latent reasoning via shortcut modulation.arXiv preprint arXiv:2602.11451, 2026.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Loopformer: Elastic-depth looped transformers for latent reasoning via shortcut modulation.arXiv preprint arXiv:2602.11451, 2026
Reference 77
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b85f836-c553-4b58-bf36-b64a23f638e2 · outbound
This paper cites Vision-aligned Latent Reasoning for Multi-modal Large Language Model.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Vision-aligned Latent Reasoning for Multi-modal Large Language Model
Reference 78
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49e6b2f2-3aa1-4ea3-8c45-7b0d4b4363c0 · outbound
This paper cites Learning to act robustly with view-invariant latent actions.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Learning to act robustly with view-invariant latent actions
Reference 79
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 15b612a2-e5f9-460a-bd9f-5e1b362bbafd · outbound
This paper cites Driveworld-vla: Unified latent-space world modeling with vision-language-action for autonomous driving.CoRR, abs/2602.06521,.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Driveworld-vla: Unified latent-space world modeling with vision-language-action for autonomous driving.CoRR, abs/2602.06521,
Reference 80
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13dc3d9b-4e4b-475a-984a-b4e70030a0d8 · outbound
This paper cites an unresolved cited work.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Unresolved cited work
Reference 81
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 923a8c20-bf58-40ae-bb6d-0d5bac0c26d7 · outbound
This paper cites Amato, and Sanmi Koyejo.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Amato, and Sanmi Koyejo
Reference 82
- Resolution
- verified exact
- arxiv_id, observed 2026-07-13T14:09:38.532060Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation 6897c437-8b3e-4c2b-b18e-cb030e31d065 · outbound
This paper cites Wholebodyvla: Towards unified latent VLA for whole-body loco-manipulation 53 control.CoRR, abs/2512.11047, 2025.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Wholebodyvla: Towards unified latent VLA for whole-body loco-manipulation 53 control.CoRR, abs/2512.11047, 2025
Reference 83
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a725a78-f881-454a-962d-641ae760ceca · outbound
This paper cites DART: distilling autoregressive reasoning to silent thought.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook DART: distilling autoregressive reasoning to silent thought
Reference 84
- Resolution
- verified exact
- doi, observed 2026-07-13T14:09:38.734146Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation 7de72424-bdd4-4938-9a0f-97ba8771fa22 · outbound
This paper cites Agent Primitives: Reusable Latent Building Blocks for Multi-Agent Systems.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Agent Primitives: Reusable Latent Building Blocks for Multi-Agent Systems
Reference 85
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d874eb8-9bfb-468e-afae-4cec2b9f9387 · outbound
This paper cites Laser: Internalizing explicit reasoning into latent space for dense retrieval.arXiv preprint arXiv:2603.01425, 2026.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Laser: Internalizing explicit reasoning into latent space for dense retrieval.arXiv preprint arXiv:2603.01425, 2026
Reference 86
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43404e07-5723-451e-8ac9-ccfa21ae32ad · outbound
This paper cites Jailbreaking leaves a trace: Understanding and de- tecting jailbreak attacks from internal representations of large language models.arXiv preprint arXiv:2602.11495, 2026.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Jailbreaking leaves a trace: Understanding and de- tecting jailbreak attacks from internal representations of large language models.arXiv preprint arXiv:2602.11495, 2026
Reference 87
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c40de2a3-daa8-4a01-9176-297d0b1c0d31 · outbound
This paper cites Talking with the latents–how to convert your llm into an astronomer.arXiv preprint arXiv:2602.09670, 2026.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Talking with the latents–how to convert your llm into an astronomer.arXiv preprint arXiv:2602.09670, 2026
Reference 88
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dc5b15c6-67da-4668-a04e-666bb026d18b · outbound
This paper cites LaDiR: Latent Diffusion Enhances LLMs for Text Reasoning.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook LaDiR: Latent Diffusion Enhances LLMs for Text Reasoning
Reference 89
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 190e3b27-7a90-4f25-8025-eae3c74f4f17 · outbound
This paper cites Geosteer: Faithful chain-of-thought steering via latent manifold gradients.CoRR, abs/2601.10229, 2026.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Geosteer: Faithful chain-of-thought steering via latent manifold gradients.CoRR, abs/2601.10229, 2026
Reference 90
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de97042e-f885-439e-91ce-8cd0985e5bee · outbound
This paper cites Auto-Encoding Variational Bayes.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Auto-Encoding Variational Bayes
Reference 91
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1579feb-4d3d-4be2-aef8-a3576ad4eb5e · outbound
This paper cites Depth-recurrent attention mixtures: Giving latent reasoning the attention it deserves.CoRR, abs/2601.21582, 2026.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Depth-recurrent attention mixtures: Giving latent reasoning the attention it deserves.CoRR, abs/2601.21582, 2026
Reference 92
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 08c4be75-a74a-4e7c-9cde-90bf12e3e92e · outbound
This paper cites Encode, think, decode: Scaling test-time reasoning with recursive latent thoughts.CoRR, abs/2510.07358, 2025.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Encode, think, decode: Scaling test-time reasoning with recursive latent thoughts.CoRR, abs/2510.07358, 2025
Reference 93
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 389f9d03-0477-4cbb-bccc-a2bd29f458f2 · outbound
This paper cites Inference-time rethinking with latent thought vectors for math reasoning.CoRR, abs/2602.06584, 2026.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Inference-time rethinking with latent thought vectors for math reasoning.CoRR, abs/2602.06584, 2026
Reference 94
- Resolution
- verified exact
- arxiv_id, observed 2026-07-13T14:09:38.771645Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation be144ec8-1e94-4630-aed8-4f7b8f324801 · outbound
This paper cites Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Chain of Thought Monitorability: A New and Fragile Opportunity for AI Safety
Reference 95
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e85fcb3-da5d-406f-847e-150079cc6429 · outbound
This paper cites LatentLens: Revealing Highly Interpretable Visual Tokens in LLMs.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook LatentLens: Revealing Highly Interpretable Visual Tokens in LLMs
Reference 96
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc1a2b2a-1060-4cac-9e12-31d8c68f997b · outbound
This paper cites KaVa: Latent Reasoning via Compressed KV-Cache Distillation.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook KaVa: Latent Reasoning via Compressed KV-Cache Distillation
Reference 97
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b170f153-aaaa-436f-8ba5-c16c61734b54 · outbound
This paper cites Measuring Faithfulness in Chain-of-Thought Reasoning.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Measuring Faithfulness in Chain-of-Thought Reasoning
Reference 99
- Resolution
- malformed identifier
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d968dd95-4c5b-42cf-ab3d-ebf63f3ed448 · outbound
This paper cites Fast inference from transformers via speculative decoding.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Fast inference from transformers via speculative decoding
Reference 100
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 30c1fc1f-c1e4-47a7-93d8-d7f0b9119045 · outbound
This paper cites Latent Visual Reasoning.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Latent Visual Reasoning
Reference 101
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa020444-4d5b-46d4-bcfd-abd643214578 · outbound
This paper cites Rehg, Heng Ji, Ismini Lourentzou, and Xu Cao.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Rehg, Heng Ji, Ismini Lourentzou, and Xu Cao
Reference 102
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac93162c-b108-46ac-9b24-00100a41bc7b · outbound
This paper cites Ponderlm-3: Adaptive token-wise pondering with differentiable masking.arXiv preprint arXiv:2603.02023, 2026.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Ponderlm-3: Adaptive token-wise pondering with differentiable masking.arXiv preprint arXiv:2603.02023, 2026
Reference 103
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 537d09ba-d495-4505-aaca-d3ab81080d57 · outbound
This paper cites Seek in the dark: Reasoning via test-time instance-level policy gradient in latent space.CoRR, abs/2505.13308, 2025.
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Seek in the dark: Reasoning via test-time instance-level policy gradient in latent space.CoRR, abs/2505.13308, 2025
Reference 104
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T14:03:01.974171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation 521eb19c-2a78-4e72-b2a7-38d8a433a1fe · inbound
Visual Enhanced Depth Scaling for Multimodal Latent Reasoning cites this paper.
Visual Enhanced Depth Scaling for Multimodal Latent Reasoning The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 75
- Resolution
- verified exact
- arxiv_id, observed 2026-06-08T02:03:55.088792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation 12d3efe1-4cfa-42df-b010-99f8f3a365a5 · inbound
Visual Enhanced Depth Scaling for Multimodal Latent Reasoning cites this paper.
Visual Enhanced Depth Scaling for Multimodal Latent Reasoning The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 75
- Resolution
- verified exact
- arxiv_id, observed 2026-06-08T02:03:55.088792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation 16825d9a-743a-4a2a-b05c-a3ea7b56fd8f · inbound
Visual Enhanced Depth Scaling for Multimodal Latent Reasoning cites this paper.
Visual Enhanced Depth Scaling for Multimodal Latent Reasoning The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 75
- Resolution
- verified exact
- arxiv_id, observed 2026-06-08T02:03:55.088792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation 8b36887b-444a-458f-80d1-4d59c09ac065 · inbound
SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology cites this paper.
SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 44
- Resolution
- verified exact
- arxiv_id, observed 2026-06-08T02:03:55.088792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation a4639266-ec0f-4df4-a76c-16064ba02844 · inbound
Latent Abstraction for Retrieval-Augmented Generation cites this paper.
Latent Abstraction for Retrieval-Augmented Generation The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 49
- Resolution
- verified exact
- arxiv_id, observed 2026-06-08T02:03:55.088792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation dac69675-ab3e-456e-83c1-6a002ff5d047 · inbound
CorridorVLA: Explicit Spatial Constraints for Generative Action Heads via Sparse Anchors cites this paper.
CorridorVLA: Explicit Spatial Constraints for Generative Action Heads via Sparse Anchors The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T18:39:49.173828Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65b67375-1df7-4e14-9c36-9b890cabf7b7 · inbound
Hidden States Know Where Reasoning Diverges: Credit Assignment via Span-Level Wasserstein Distance cites this paper.
Hidden States Know Where Reasoning Diverges: Credit Assignment via Span-Level Wasserstein Distance The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 30
- Resolution
- verified exact
- arxiv_id, observed 2026-06-08T02:03:55.088792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation c1beec76-7004-4593-967e-562bf0872720 · inbound
Agent-Centric Observation Adaptation for Robust Visual Control under Dynamic Perturbations cites this paper.
Agent-Centric Observation Adaptation for Robust Visual Control under Dynamic Perturbations The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 68
- Resolution
- verified exact
- arxiv_id, observed 2026-06-08T02:03:55.088792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation ba8fda6c-403f-4503-af0f-fafcac45d4ec · inbound
Agent-Centric Observation Adaptation for Robust Visual Control under Dynamic Perturbations cites this paper.
Agent-Centric Observation Adaptation for Robust Visual Control under Dynamic Perturbations The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 68
- Resolution
- verified exact
- arxiv_id, observed 2026-06-08T02:03:55.088792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation 02a21a43-3c84-4023-8473-faefb7b04f1d · inbound
4DThinker: Thinking with 4D Imagery for Dynamic Spatial Understanding cites this paper.
4DThinker: Thinking with 4D Imagery for Dynamic Spatial Understanding The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-06-08T02:03:55.088792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation 2edae53f-eb7f-45f3-9d17-4835d1aef7c2 · inbound
4DThinker: Thinking with 4D Imagery for Dynamic Spatial Understanding cites this paper.
4DThinker: Thinking with 4D Imagery for Dynamic Spatial Understanding The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 22
- Resolution
- verified exact
- arxiv_id, observed 2026-06-08T02:03:55.088792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation c2279091-9e51-41ed-bc70-6aad45a90ed9 · inbound
LatentRAG: Latent Reasoning and Retrieval for Efficient Agentic RAG cites this paper.
LatentRAG: Latent Reasoning and Retrieval for Efficient Agentic RAG The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 53
- Resolution
- verified exact
- arxiv_id, observed 2026-06-08T02:03:55.088792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation 29593fa8-184e-4cd6-a4a2-33cad8972be6 · inbound
Retrieve, Integrate, and Synthesize: Spatial-Semantic Grounded Latent Visual Reasoning cites this paper.
Retrieve, Integrate, and Synthesize: Spatial-Semantic Grounded Latent Visual Reasoning The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 11
- Resolution
- verified exact
- arxiv_id, observed 2026-06-08T02:03:55.088792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation 45d6e03a-0ff5-483c-a123-5c7d5a76c950 · inbound
LaTER: Efficient Test-Time Reasoning via Latent Exploration and Explicit Verification cites this paper.
LaTER: Efficient Test-Time Reasoning via Latent Exploration and Explicit Verification The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 9
- Resolution
- verified exact
- arxiv_id, observed 2026-06-08T02:03:55.088792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation e35ead35-e169-48d5-bda4-5f564d0dfaed · inbound
UniVLR: Unifying Text and Vision in Visual Latent Reasoning for Multimodal LLMs cites this paper.
UniVLR: Unifying Text and Vision in Visual Latent Reasoning for Multimodal LLMs The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 18
- Resolution
- verified exact
- arxiv_id, observed 2026-06-08T02:03:55.088792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation 09e600f9-1a95-4b3e-8be5-cac77f6c3b94 · inbound
From Web to Pixels: Bringing Agentic Search into Visual Perception cites this paper.
From Web to Pixels: Bringing Agentic Search into Visual Perception The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 3
- Resolution
- verified exact
- arxiv_id, observed 2026-06-08T02:03:55.088792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation 6f960d9e-86d6-46dd-806b-c9b7b3e35f1e · inbound
LatentUMM: Dual Latent Alignment for Unified Multimodal Models cites this paper.
LatentUMM: Dual Latent Alignment for Unified Multimodal Models The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 55
- Resolution
- verified exact
- arxiv_id, observed 2026-06-08T02:03:55.088792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation f8d4f318-6acf-4b5c-856a-c925bc5708cc · inbound
CopT: Contrastive On-Policy Thinking with Continuous Spaces for General and Agentic Reasoning cites this paper.
CopT: Contrastive On-Policy Thinking with Continuous Spaces for General and Agentic Reasoning The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 40
- Resolution
- verified exact
- arxiv_id, observed 2026-06-08T02:03:55.088792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation b9c6d9ae-0e8e-4c15-8f22-405b63c50965 · inbound
EasyVFX: Frequency-Driven Decoupling for Resource-Efficient VFX Generation cites this paper.
EasyVFX: Frequency-Driven Decoupling for Resource-Efficient VFX Generation The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 69
- Resolution
- verified exact
- arxiv_id, observed 2026-06-08T02:03:55.088792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation b3840764-918f-450f-8311-a8fe46deb445 · inbound
DeepLatent: Think with Images via Parallel Latent Visual Reasoning cites this paper.
DeepLatent: Think with Images via Parallel Latent Visual Reasoning The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 13
- Resolution
- verified exact
- local_arxiv, observed 2026-06-28T20:22:37.730702Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation 066cbfa0-01fe-4b1d-a70c-18fc6c014824 · inbound
Imagine Before You Predict: Interleaved Latent Visual Reasoning for Video Event Prediction cites this paper.
Imagine Before You Predict: Interleaved Latent Visual Reasoning for Video Event Prediction The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 88
- Resolution
- verified exact
- local_arxiv, observed 2026-07-02T11:56:55.354815Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation 64fd7e50-027b-4a55-8b52-40f761426a1b · inbound
LAFP: Preserving Latent Action Structure in Latent Policy Learning via Flow Matching cites this paper.
LAFP: Preserving Latent Action Structure in Latent Policy Learning via Flow Matching The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 30
- Resolution
- verified exact
- local_arxiv, observed 2026-07-03T04:27:36.265863Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation 55c690b9-6dff-4c93-83ba-fd2791274d2d · inbound
Bridging Modal Isolation in Interleaved Thinking: Supervising Modality Transitions via Stepwise Reinforcement cites this paper.
Bridging Modal Isolation in Interleaved Thinking: Supervising Modality Transitions via Stepwise Reinforcement The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 28
- Resolution
- verified exact
- local_arxiv, observed 2026-07-03T13:38:19.363886Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation fad0abc7-2997-47a7-b20a-7c01ab42392b · inbound
Bridging Modal Isolation in Interleaved Thinking: Supervising Modality Transitions via Stepwise Reinforcement cites this paper.
Bridging Modal Isolation in Interleaved Thinking: Supervising Modality Transitions via Stepwise Reinforcement The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T14:14:01.413340Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5500f95-8a2f-4f5d-8c5e-8bfc02f763ea · inbound
SPOT-E: Test-Time Entropy Shaping with Visual Spotlights for Frozen VLMs cites this paper.
SPOT-E: Test-Time Entropy Shaping with Visual Spotlights for Frozen VLMs The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 48
- Resolution
- verified exact
- local_arxiv, observed 2026-07-04T03:39:30.033328Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation 98516f4e-4b2c-432c-91ce-413f13dba39d · inbound
EvoEmbedding: Evolvable Representations for Long-Context Retrieval and Agentic Memory cites this paper.
EvoEmbedding: Evolvable Representations for Long-Context Retrieval and Agentic Memory The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 18
- Resolution
- verified exact
- local_arxiv, observed 2026-07-04T06:39:38.302682Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation 3cd97ecc-1031-426e-bda7-e8ee75bf74fb · inbound
DOPD: Dual On-policy Distillation cites this paper.
DOPD: Dual On-policy Distillation The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 55
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T05:54:18.528553Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation e99e0bdb-bf87-4d89-a9e1-1319273595af · inbound
Bridging the Gap Between Latent and Explicit Reasoning with Looped Transformers cites this paper.
Bridging the Gap Between Latent and Explicit Reasoning with Looped Transformers The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 188
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T06:55:29.267488Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation a1d9f344-28f8-4ea2-942e-c78e150a665e · inbound
Bridging the Gap Between Latent and Explicit Reasoning with Looped Transformers cites this paper.
Bridging the Gap Between Latent and Explicit Reasoning with Looped Transformers The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 80
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T16:55:54.890261Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d35bfe89-30e8-49bf-8d1d-4373133994e1 · inbound
Dual Latent Memory in Vision-Language-Action Models for Robotic Manipulation cites this paper.
Dual Latent Memory in Vision-Language-Action Models for Robotic Manipulation The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 32
- Resolution
- verified exact
- local_arxiv, observed 2026-07-09T05:36:01.169585Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-07-14T06:31:01.685423+00:00.
Observation bccff2eb-1847-497e-8404-b45e5af2c551 · inbound
Beyond the Eye: Efficient Multimodal Reasoning via Self-Regulated Implicit Visual Tools cites this paper.
Beyond the Eye: Efficient Multimodal Reasoning via Self-Regulated Implicit Visual Tools The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T07:02:55.388823Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.