A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge | Paper Citation Record

Observation 4d306a3b-6424-477f-92b6-2f05a38da42b · outbound

This paper cites Improper alignment among modalities can severely limit the model’s reasoning effectiveness.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Improper alignment among modalities can severely limit the model’s reasoning effectiveness

Reference 1

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Observation 0c11a733-e9a8-4ce7-8685-cf5e02e1a655 · outbound

This paper cites For example, industrial inspection or medical diagnosis often requires continu- ous temporal information and iterative judgment, posing higher demands on multimodal systems.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge For example, industrial inspection or medical diagnosis often requires continu- ous temporal information and iterative judgment, posing higher demands on multimodal systems

Reference 2

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This paper cites common sense.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge common sense

Reference 3

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This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 4

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Observation 0e26c068-4186-43d8-90d5-3ca90a7f1d0b · outbound

This paper cites Mixing users’ private information with public corpora easily leads to data leakage or misuse.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Mixing users’ private information with public corpora easily leads to data leakage or misuse

Reference 5

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Observation 2d51e05c-7c4e-408b-bd0b-46b15ee498ce · outbound

This paper cites memory" mainly resides in trained weights, which lack flexibility. Absorbing new knowledge during operation typically involves costly “fine-tuning.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge memory" mainly resides in trained weights, which lack flexibility. Absorbing new knowledge during operation typically involves costly “fine-tuning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T12:04:15.296059Z

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Observation 8e7fd1fa-cfd6-4fcb-a305-7ca78af924a2 · outbound

This paper cites Breakpoint.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Breakpoint

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T12:04:15.410071Z

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Observation 5be8d496-7de4-402d-bc96-d42ea81d181a · outbound

This paper cites Porting and adapting these require engineers to spend significant time writing code and debugging, resulting in lengthy development cycles and high susceptibility to errors.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Porting and adapting these require engineers to spend significant time writing code and debugging, resulting in lengthy development cycles and high susceptibility to errors

Reference 8

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This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:37.800636Z

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This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:37.776561Z

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Observation f54b2340-1adc-42cc-bcf1-ab23bd17337e · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:37.759599Z

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Observation 188ff9af-3d0d-43c1-8fb5-3cc95a4e0c1d · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:37.743898Z

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Observation 40c388a0-cbc7-49c6-9db7-a66ced45cbf6 · outbound

This paper cites Once an anomaly occurs, the large model itself lacks global awareness of the hardware or external APIs, making self-correction difficult.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Once an anomaly occurs, the large model itself lacks global awareness of the hardware or external APIs, making self-correction difficult

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:37.729236Z

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Observation a048ee8c-5d93-40cb-aa82-9bfa44ab2074 · outbound

This paper cites Moreover, multimodal features (such as images, audio, and sensor data) are difficult to represent efficiently within the graph.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Moreover, multimodal features (such as images, audio, and sensor data) are difficult to represent efficiently within the graph

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:37.714056Z

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Observation 3f006b20-055a-4ea1-8643-f6ea840f7bba · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:37.699149Z

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Observation a5508d33-2ccc-45fd-8cc1-67837f245210 · outbound

This paper cites information retrieval.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge information retrieval

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:37.685673Z

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Observation 11774c06-3904-4d1f-9202-5483b7bd0b0f · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:37.671813Z

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Observation 35f54995-6499-4473-88a6-827942048b24 · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:37.658549Z

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Observation 2b115bf8-b545-44a2-95cd-57eb920e54d5 · outbound

This paper cites Break" Between Cognition and Execution General large models can perform text understanding and generation, but still require manual “translation.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Break" Between Cognition and Execution General large models can perform text understanding and generation, but still require manual “translation

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:37.645082Z

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Observation 3b1ac2e0-8b69-42b3-bac0-49db3929179b · outbound

This paper cites Perception- Cognition-Decision-Execution.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Perception- Cognition-Decision-Execution

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:37.630466Z

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Observation 46e725f4-e7af-440d-a30a-c009493d08bb · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:37.615508Z

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Observation 91088253-48d1-41df-92c3-c012d7fe0c8d · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:37.463175Z

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Observation f338ba00-0bc7-4cbd-b178-1116dc2c769c · outbound

This paper cites 4.1.2 Technical Implementation Mechanisms.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge 4.1.2 Technical Implementation Mechanisms

Reference 23

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Observation 8c957de9-0c64-41e3-bfba-c31bfb39a4a2 · outbound

This paper cites Private Knowledge Base Index.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Private Knowledge Base Index

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:36.735866Z

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Observation 847d8503-e71f-454c-8a38-2fa84daa4adc · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:36.427241Z

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Observation c745f4b9-3af8-48e1-822d-5af6d150820b · outbound

This paper cites • The final Q & A or decision output undergoes security policy checks before release to ensure no unauthorized leakage of sensitive information.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge • The final Q & A or decision output undergoes security policy checks before release to ensure no unauthorized leakage of sensitive information

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:36.245729Z

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Observation 936f8ab9-64cc-4f32-b413-281e08d3f764 · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 27

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Observation d66acf03-9204-4b91-bc8b-b08c17d90b8c · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:36.050945Z

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Observation 34feafcb-1be2-46d0-a24d-b7cfa09e4157 · outbound

This paper cites 7 A “Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making 4.2.2 Technical Implementation Mechanisms.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge 7 A “Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making 4.2.2 Technical Implementation Mechanisms

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:35.924545Z

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Observation 6f24ff06-db31-4d46-ac4b-3eff2b024b91 · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:35.796351Z

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Observation 3020ca67-ea36-4f68-87d5-fb4598e77fea · outbound

This paper cites When private data is involved, label matching with the private knowledge unit is also performed.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge When private data is involved, label matching with the private knowledge unit is also performed

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:35.648155Z

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Observation 8607e06f-7a0f-4058-865a-1f16932886ee · outbound

This paper cites • The final results can be delivered via APIs or front-end interfaces for user reference or further interaction.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge • The final results can be delivered via APIs or front-end interfaces for user reference or further interaction

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:35.532707Z

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Observation 3e92528b-1e46-42c8-9d54-36e2c9029da7 · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:35.408197Z

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Observation e8515af9-da1e-478e-b425-22a2204d3df6 · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 34

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Observation 5bbe40c7-d766-4519-8bb2-f36896461dd2 · outbound

This paper cites 4.3.2 Technical Implementation Mechanisms.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge 4.3.2 Technical Implementation Mechanisms

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:35.128766Z

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Observation c31e01ca-aa61-431b-920f-5b5b880f851e · outbound

This paper cites • During the output stage, the generated code can either be compiled or interpreted to meet the specifications of different operating environments.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge • During the output stage, the generated code can either be compiled or interpreted to meet the specifications of different operating environments

Reference 36

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Observation 995b3b99-a1f8-45b2-bceb-2895ff36aa2f · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:34.782814Z

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Observation 593df653-3de0-453c-bb8c-665db4c52846 · outbound

This paper cites Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making 4.4 Deep Language Model Foundation and “General–Domain-Specific Integration.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making 4.4 Deep Language Model Foundation and “General–Domain-Specific Integration

Reference 38

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Observation 3f286b6e-ab0a-425c-bda4-2565813ad655 · outbound

This paper cites • In response to varying domain demands, the system can dynamically load corresponding sub-knowledge bases to enable more targeted domain-specific reasoning capabilities.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge • In response to varying domain demands, the system can dynamically load corresponding sub-knowledge bases to enable more targeted domain-specific reasoning capabilities

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:34.378103Z

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Observation dab9e8c6-256f-4e8e-b134-685121998ac2 · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:34.182218Z

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Observation c0d9925b-2f1f-4f8d-a833-5ebd0eae2a87 · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:33.982733Z

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Observation a8a2c1ff-67c5-4bea-b45f-75c6c1539dc3 · outbound

This paper cites If private data is involved, the system invokes the private knowledge unit for secure handling.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge If private data is involved, the system invokes the private knowledge unit for secure handling

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:33.816509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 701cb70b-ea9b-4077-b006-f50dc17a8f4a · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:33.624477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9bb9fbc9-f264-4c84-8d0a-0ad6074816ad · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:33.390761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7eaf7bdf-de0c-45e2-b32c-cbd4cbc9bb6a · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:33.200838Z

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Observation 1560e4f6-8916-426b-880e-1b752e1f6c96 · outbound

This paper cites Wenlu" system. Through this modular and scalable architecture, “Wenlu.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Wenlu" system. Through this modular and scalable architecture, “Wenlu

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:33.040495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b20fdbf4-ddb7-438d-baee-e66f0c0602c5 · outbound

This paper cites Wenlu" introduces a biologically inspired “memory reinforcement.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Wenlu" introduces a biologically inspired “memory reinforcement

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:32.843769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c0466ff7-b75d-4748-8340-fd005c441d1a · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:32.663785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2c2295fa-b189-40b0-a582-6dc6929b3c5e · outbound

This paper cites cognition-to-decision.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge cognition-to-decision

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:32.357010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d6de51ea-c47a-44fe-9b71-86bb4183dad1 · outbound

This paper cites Wenlu" adopts a “general- to-specific.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Wenlu" adopts a “general- to-specific

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:32.161702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9cc6148a-dff5-4ee6-b96c-07fd9efacd0a · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:31.964683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ebd242ef-c29d-4aae-af4f-39a3bd9de413 · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:31.796224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 30f97545-39d1-46b7-8a51-da51ab5fb491 · outbound

This paper cites percep- tion–cognition–decision–execution.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge percep- tion–cognition–decision–execution

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:31.585023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c34bbcf5-6dd4-43fe-8937-09ed289777af · outbound

This paper cites It can also incorporate new domain-specific or private data at relatively low cost.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge It can also incorporate new domain-specific or private data at relatively low cost

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:31.419816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation aa3ef893-e7b9-4f24-997f-ad777ded5f10 · outbound

This paper cites general-to-specialized.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge general-to-specialized

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:31.232451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6653797a-e32c-4ed5-97ee-3621f6309b39 · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:31.050514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cf2294c5-adac-42d5-8c37-61152dac6b63 · outbound

This paper cites This flexibility allows it to meet broader application needs while continuously integrating cutting-edge research from the AI community.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge This flexibility allows it to meet broader application needs while continuously integrating cutting-edge research from the AI community

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:30.861879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 612f0f82-99ea-49b4-8d4e-2e3cad3c5204 · outbound

This paper cites general-specialized.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge general-specialized

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:30.631115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4e1e19da-d9cc-43ed-90c7-2048c3153a1c · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:30.481437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0f70424a-7181-4821-8cc3-0a7df023253e · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:30.289774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5ef73387-ded4-4eb6-92ab-b508676cca79 · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:30.088216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 028219fe-09fe-4bae-829c-fd2728b68870 · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:29.893512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 65864cb6-f494-415f-96b6-b15ab412afaa · outbound

This paper cites • Configure the private knowledge decision unit to encrypt, label, and index materials that may contain sensitive information (texts, tables, images, confidential documents, etc.).

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge • Configure the private knowledge decision unit to encrypt, label, and index materials that may contain sensitive information (texts, tables, images, confidential documents, etc.)

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:29.744081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 732b95a8-7bee-4f75-a3dc-bf873918f748 · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:29.583393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a8b8785d-cbbd-4761-9ca9-3fcfcde4f20b · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 65

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:29.391450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 30befd9a-b91e-444c-a0b3-6ea371a6542b · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:29.142539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 42fb84ec-8617-4e7d-a0d8-48a6624036b5 · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:28.973107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 783c162c-ac08-4e9a-bd2d-1afb76696120 · outbound

This paper cites For audio data, acoustic feature extraction or speech recognition models are employed.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge For audio data, acoustic feature extraction or speech recognition models are employed

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:28.809789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e3a25eb8-3084-4656-9ee1-4134e8ebd7a2 · outbound

This paper cites Attention mechanisms are applied to learn semantic associations across modalities.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Attention mechanisms are applied to learn semantic associations across modalities

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:28.634140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a0ee2bb8-d49f-4243-897b-e1c28155e19f · outbound

This paper cites If triggered, the system coordinates with the private knowledge module to verify access rights before determining the next steps.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge If triggered, the system coordinates with the private knowledge module to verify access rights before determining the next steps

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:28.469731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a5ba07b9-8bfe-43d9-b390-575d1053d2ac · outbound

This paper cites Tasks can also be triggered by external events, such as industrial equipment failure alerts or urgent medical diagnostic needs.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Tasks can also be triggered by external events, such as industrial equipment failure alerts or urgent medical diagnostic needs

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:28.303889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d0066225-de5f-4fc0-8ee3-cc25870137f2 · outbound

This paper cites • A brain-inspired memory tagging mechanism is introduced to preliminarily annotate key knowledge points or reasoning paths involved in the current inference process.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge • A brain-inspired memory tagging mechanism is introduced to preliminarily annotate key knowledge points or reasoning paths involved in the current inference process

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:28.102096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 25ad6fff-6d57-4352-9d59-ecfb556abc72 · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:27.889103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d388da4f-5605-4ccf-8ac5-667b8b9f638d · outbound

This paper cites Please control the robotic arm to grasp the red object and place it in area X,.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Please control the robotic arm to grasp the red object and place it in area X,

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:27.734726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1edbea04-a786-40a7-9de5-59710020f2cf · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:27.561987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d3a22408-2568-4f9f-8742-204bea7fe502 · outbound

This paper cites If the device supports feedback (e.g., via sensors or status logs), the returned data is automatically routed into the multimodal analysis module for secondary evaluation.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge If the device supports feedback (e.g., via sensors or status logs), the returned data is automatically routed into the multimodal analysis module for secondary evaluation

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:27.385792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a95045f7-d23f-430d-a9b1-af79069a983e · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:27.198448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2dedb833-2c47-4e37-a677-411a3ee8845b · outbound

This paper cites Reinforcement learning or parameter tuning techniques are used to improve performance and accuracy on similar tasks.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Reinforcement learning or parameter tuning techniques are used to improve performance and accuracy on similar tasks

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:26.975562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6a790e9b-4e16-461e-9afa-d43d1b83e8b8 · outbound

This paper cites • This forms a positive feedback loop: multi-turn interaction → memory tagging → offline reinforcement →performance enhancement, driving self-evolution of the system.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge • This forms a positive feedback loop: multi-turn interaction → memory tagging → offline reinforcement →performance enhancement, driving self-evolution of the system

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:26.761055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a557ccc3-b1cb-4260-8135-89ca2faf6ad0 · outbound

This paper cites • The general language model only requires lightweight parameter updates, minimizing redundant training overhead.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge • The general language model only requires lightweight parameter updates, minimizing redundant training overhead

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:26.587893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0df377eb-d7cb-462e-8034-1a6c9c33b4d0 · outbound

This paper cites • Encryption algorithms and security protocols are regularly reviewed to ensure the system remains up-to-date with privacy and compliance standards.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge • Encryption algorithms and security protocols are regularly reviewed to ensure the system remains up-to-date with privacy and compliance standards

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:26.454973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 03e9b8be-d62e-433d-880f-79730eda14cb · outbound

This paper cites • During long-term operation, data from various hardware failures or anomalies can be collected to further improve the robustness of code generation.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge • During long-term operation, data from various hardware failures or anomalies can be collected to further improve the robustness of code generation

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:26.249451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5b273da1-65cf-4df3-a879-cb602f20fc87 · outbound

This paper cites The system receives data streams from sensors (e.g., temperature, pressure), images from surveillance cameras, and textual descriptions from operators.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge The system receives data streams from sensors (e.g., temperature, pressure), images from surveillance cameras, and textual descriptions from operators

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:25.889960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9c6ab66d-65db-42de-acb8-36cbc025d5f8 · outbound

This paper cites If proprietary component information is involved, the private knowledge unit performs secure access validation.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge If proprietary component information is involved, the private knowledge unit performs secure access validation

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:25.683906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c5319e11-1dc4-4684-a8bd-14e6290478a6 · outbound

This paper cites an unresolved cited work.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Unresolved cited work

Reference 85

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:04:25.490487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6db075ea-a073-4d90-b6cd-8233c1411722 · outbound

This paper cites The robot executes the instructions and sends feedback data for secondary verification.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge The robot executes the instructions and sends feedback data for secondary verification

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:25.211960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 73e88295-7455-4cd4-980d-16d9499e7aaa · outbound

This paper cites Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making Through the above end-to-end workflow, the “Wenlu.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making Through the above end-to-end workflow, the “Wenlu

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:24.896162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5116f590-3659-4160-b02b-d3e1988b0f5e · outbound

This paper cites degree with the School of Artificial Intelligence, Beijing University of Posts and Telecommunications, Beijing, China.

A "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A Secure New Architecture for Deep Integration of Foundation Models and Domain Knowledge degree with the School of Artificial Intelligence, Beijing University of Posts and Telecommunications, Beijing, China

Reference 2012

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:04:24.586548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers