Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-23T17:13:55.182067Z
Paper Citation Record · LEDGER
As of 5 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 14 inbound Pith citation observations for arXiv:2411.08027.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-23T17:13:55.182067Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T17:46:56.188760Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
64 of 64 outbound references displayed
External citation measurements
0
pith, observed 2026-08-05T02:28:24.338817Z
Observation 17c7c012-3822-412d-aee5-884113f8de9a · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Mujoco: A physics en- gine for model-based control, in: 2012 IEEE/RSJ International Con- ference on Intelligent Robots and Systems, IEEE
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2fbe95ce-8cd8-4734-ba7f-177ea65eeed9 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7843d24d-df2a-4b35-a26e-1ce057947ad0 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a4bf199d-a8db-429c-ba22-1259deafb08c · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ee21e5cb-58df-44b3-92b7-59420f0075b8 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 66d6d830-e3e3-4a7f-b897-18bae6e1af59 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 77ec49ac-a6e5-4d3b-aa09-6136d944de29 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a65302bf-58ae-44b5-814c-21aeaa66619b · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d20929c2-c99f-4e2e-bef9-592c748738f3 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 818813c2-cc05-474e-b64b-f7a4776187fc · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines object traj example 1.txt
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c750cae0-525e-46df-9171-bde3b728d4b1 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines The last two items having the same mass of 15.0
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 13ddd192-352b-4fe7-b66d-868841b7c75b · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation cad8549b-4749-4d05-a1d3-c59a11a90c8a · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines (2023) is that LLMPhy uses the optimization trace against only the last feedback
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 08220005-9919-4d67-9559-c4976364c706 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines The last attempt modified the parameters to: - ’sliding-friction’: 0.2 - ’armature’: 0.3 - ’stiffness’: 0.4 - ’damping’: 6.5
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 68d49678-25fc-48e8-9bdf-b2a141cc8550 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines We will need to make significant adjustments
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3f2604cf-78e9-4e67-b5e8-81b15a32f035 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Therefore, fine adjustments may be enough
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6549520f-fda2-4c0c-b211-8f33d3b93957 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4ecea9ab-4237-4d4a-869c-ce47d11d5a44 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f590809e-b4df-4fb3-b7b8-60b97da55d5f · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation db6011e1-8c49-4dd5-9d9d-d0c6ab77f716 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines - Decreased armature from 0.42 to 0.40 for a finer balance
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 438f1fad-d15b-4498-9109-6aa812191fd9 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines - Increased armature slightly from 0.61 to 0.63
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7fd4f3de-5d8b-4f6c-9786-197a60616e08 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines - Adjusted armature to 1.04 for balance
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 860788b2-538b-4e1f-9b65-5bd578f9e3f7 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 44d80150-b462-460e-9823-63412247fa8b · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2ce5539e-f811-4241-8961-b1840e7b8223 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ebf613ae-8a11-4e31-ad14-60d8b0480b62 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 895030d1-8cae-48f1-b8bc-189e409a15d6 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines - Increased stiffness for better stability
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 21f3ba58-1df1-47ce-9c77-804fd3c85caa · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines - Slightly increased damping to prevent overshooting
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a85b3bfe-b1dd-412c-afa1-b076d08671f8 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines - Minor adjustments in stiffness for better alignment
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5a60eabd-c236-4d7f-9e67-9f794a1d5857 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines - Slight decrease in ‘armature‘ for more conservative moment inertia
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0c2387a0-e159-45eb-a419-c703e61c4b34 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines - Slight decrease in ‘armature‘ to have fewer moments of inertia
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2124c5db-3876-48df-898c-561c07179ff9 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines - Slight decrease in ‘armature‘ for finer inertia control
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0e5fcb58-5832-4276-b8c5-6ccd410fa815 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 50576eb8-c94f-4dd9-a066-8438060ec069 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ea1052db-b232-4c65-b880-8cd170514631 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 85eb28f8-1b76-4acc-9a2a-17e182cda3ce · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines These changes are aimed to further fine-tune the physics parameters closer to the desired trajectories
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e66fe166-7afd-4e38-a25d-b520df3a1988 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 228546f8-1e84-4d71-b663-f26331d95fa6 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0200e01f-61c2-499f-b698-c89506e1d7c4 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ffe82397-c641-46f9-877c-063296331557 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e59312c9-ab00-445e-b64e-d31b82bbc4aa · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 75115492-6579-4075-8813-b7d75d4e0414 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3fc943ea-23f0-480a-8a33-f5e5de852e94 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2ccbc457-1bd5-43c7-8059-f21c952e5234 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ea2a5c3e-98cc-4677-bf17-6fc98c1553b7 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6ef9f5da-515e-407b-be03-dd610612eb95 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b943a954-e949-4a3f-91d5-0c9b095081f9 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9b6fa07f-737f-435a-aa7b-144adc9ac68a · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines task_image_top_view_1.png
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 93cc7310-3ae8-4967-a753-f680c607ccea · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2be2f6f2-b0a3-439a-88e7-3a5f06aeaffd · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Ensure the scene setup provided above now accurately reflects the task images
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 88204da2-7eff-44a5-9530-a75552a7f234 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 90efb192-24bc-4be2-8c45-7b0150325536 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0d20fcbe-72fa-42af-a9ab-bd89fa627aec · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines We can use this information to adjust the code appropriately
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6b74829d-2f39-45a3-a00b-50a1191898c9 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a5fe19a4-8d57-4594-9cc9-d5f75c5f3b2a · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ae61092c-40c4-4327-bfec-484dadcb9dc2 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 167c6e93-6e0a-4303-ac9f-779c7586c47b · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d2011101-7578-4c1b-b04d-11cf42bf10fd · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 21ec0374-48e7-402f-aa2e-e556372adcf9 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7d3e5be4-aa55-4adc-acf7-b6ed3ed4eb97 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 835dc57e-f3e1-46ca-ba71-93b9b2a80977 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9a1ff4c8-0fa7-4822-a4f5-48ed8015b9e0 · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 39b98399-964b-481d-bdc4-8df2d83616dd · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6c47db49-5734-4248-a823-443f829c183f · outbound
LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines Unresolved cited work
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ace8930d-fe76-440f-aa63-67ff4c1395dc · inbound
Do generative video models understand physical principles? LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 86fea635-490a-4e92-bd0d-c1d1ca352b2f · inbound
InPhyRe Discovers: Large Multimodal Models Struggle in Inductive Physical Reasoning LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0bb14a58-a96f-4d6b-b8f7-35fef17abfa4 · inbound
Video models are zero-shot learners and reasoners LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 96ae0d5b-9f08-48d1-baf8-9cd72b71c742 · inbound
CFDLLMBench: A Benchmark Suite for Evaluating Large Language Models in Computational Fluid Dynamics LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d31a071c-af04-4746-aa63-f0a8d9e5b1db · inbound
Aligning Perception, Reasoning, Modeling and Interaction: A Survey on Physical AI LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9d91ade2-7759-4270-b21d-6186b1bac848 · inbound
FeynmanBench: Benchmarking Multimodal LLMs on Diagrammatic Physics Reasoning LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 39016314-6eaa-413b-8a08-51e6629c5d21 · inbound
FeynmanBench: Benchmarking Multimodal LLMs on Diagrammatic Physics Reasoning LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1df16ec2-ca17-43e1-bdf5-1976706519e7 · inbound
PhysInOne: Visual Physics Learning and Reasoning in One Suite LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d87ce10a-2d85-4894-9f8b-44e61c07fa59 · inbound
KinDER: A Physical Reasoning Benchmark for Robot Learning and Planning LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6234ee31-0de3-40de-8dce-aac731ad4af4 · inbound
Divide and Conquer: Decoupled Representation Alignment for Multimodal World Models LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation cfd476e8-64a1-449c-b0b6-4002a1964e6f · inbound
Divide and Conquer: Decoupled Representation Alignment for Multimodal World Models LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation bc8a4420-5bc0-4601-a4c3-45118d680620 · inbound
Sample-Efficient Post-Training for LEGO Spatial-Physics Reasoning LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d8e6b029-ca65-49da-921d-eec415a9532a · inbound
IMBench: A Benchmark for Intuitive Robotic Manipulation LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines
Reference 71
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa9bb56d-4d70-420b-8803-9a23025a68e6 · inbound
SiPhy: Single-Image Physical Property Reasoning LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.