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Paper Citation Record · LEDGER

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search

As of 9 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 0 inbound Pith citation observations for arXiv:2603.05642.

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

pith.paper-citation-record.v1
2603.05642 v2

Coverage vector

measured 54 of 54 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-15T14:22:08.027014Z

measured 54 of 54 standing notices

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Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

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Reference resolution

54 of 54 outbound references displayed

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Outbound references

Observation 9f59cd0a-194a-471a-b19f-8fa35ffbce9c · outbound

This paper cites Human learning of contextual priors for object search: where does the time go?.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Human learning of contextual priors for object search: where does the time go?

Reference 1

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Observation d482aad7-3832-44f0-9db1-dd15ade6fb79 · outbound

This paper cites Object co-occurrence serves as a contextual cue to guide and facilitate visual search in a natural viewing environment,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Object co-occurrence serves as a contextual cue to guide and facilitate visual search in a natural viewing environment,

Reference 2

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Observation c49bd030-d9cf-4fac-9b71-858f560c74be · outbound

This paper cites Cows on pasture: Baselines and benchmarks for language-driven zero-shot object navigation,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Cows on pasture: Baselines and benchmarks for language-driven zero-shot object navigation,

Reference 3

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Observation 1b43368b-3f38-4136-824f-3efe3504ce5d · outbound

This paper cites Vlfm: Vision- language frontier maps for zero-shot semantic navigation,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Vlfm: Vision- language frontier maps for zero-shot semantic navigation,

Reference 4

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Observation 8847bd58-a718-4410-8436-6613426591a0 · outbound

This paper cites Uncertainty- informed active perception for open vocabulary object goal navigation,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Uncertainty- informed active perception for open vocabulary object goal navigation,

Reference 5

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Observation b8466cac-ee5c-4302-af01-e8b888fff519 · outbound

This paper cites ApexNav: An Adaptive Exploration Strategy for Zero-Shot Object Navigation with Target-centric Semantic Fusion.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search ApexNav: An Adaptive Exploration Strategy for Zero-Shot Object Navigation with Target-centric Semantic Fusion

Reference 6

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Observation ae41d4d2-295d-41b2-bdcb-91a21ccc6a5f · outbound

This paper cites Navigation with large language models: Semantic guesswork as a heuristic for planning,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Navigation with large language models: Semantic guesswork as a heuristic for planning,

Reference 7

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Observation f0be51bd-9758-44dd-bf83-6ca45995e913 · outbound

This paper cites VoroNav: Voronoi-based Zero-shot Object Navigation with Large Language Model.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search VoroNav: Voronoi-based Zero-shot Object Navigation with Large Language Model

Reference 8

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Observation 1de355a7-f0b0-47cc-81d4-75c555d518c9 · outbound

This paper cites Open scene graphs for open-world object- goal navigation,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Open scene graphs for open-world object- goal navigation,

Reference 9

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Observation 5e53ef37-05d2-4b0b-bc27-2b2cec951568 · outbound

This paper cites Sg-nav: Online 3d scene graph prompting for llm-based zero-shot object navigation,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Sg-nav: Online 3d scene graph prompting for llm-based zero-shot object navigation,

Reference 10

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Observation d7d21c1e-40c5-4ea8-a972-a3e4bf457880 · outbound

This paper cites Commonsense scene graph-based target localization for object search,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Commonsense scene graph-based target localization for object search,

Reference 11

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Observation f4f1bb43-026d-4d14-980a-a6ebf9317ecd · outbound

This paper cites Language-Enhanced Mobile Manipulation for Efficient Object Search in Indoor Environments.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Language-Enhanced Mobile Manipulation for Efficient Object Search in Indoor Environments

Reference 12

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Observation 19eb912b-aa32-4f5f-8833-be112d6c602b · outbound

This paper cites Open-vocabulary and semantic-aware reasoning for search and retrieval of objects in dynamic and concealed spaces,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Open-vocabulary and semantic-aware reasoning for search and retrieval of objects in dynamic and concealed spaces,

Reference 13

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Observation 67b5115c-337d-4fe0-b5aa-14a652be7ae4 · outbound

This paper cites Learning to reason over scene graphs: a case study of finetuning gpt-2 into a robot language model for grounded task planning,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Learning to reason over scene graphs: a case study of finetuning gpt-2 into a robot language model for grounded task planning,

Reference 14

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Observation 7a0f477f-644d-4f46-969c-be426e5b9699 · outbound

This paper cites DELTA: Decomposed Efficient Long-Term Robot Task Planning using Large Language Models.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search DELTA: Decomposed Efficient Long-Term Robot Task Planning using Large Language Models

Reference 15

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Observation 431cb5d2-b5c5-418b-ac55-46749058a94d · outbound

This paper cites EmbodiedRAG: Dynamic 3D Scene Graph Retrieval for Efficient and Scalable Robot Task Planning.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search EmbodiedRAG: Dynamic 3D Scene Graph Retrieval for Efficient and Scalable Robot Task Planning

Reference 16

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Observation 00163f54-1f08-430b-8bef-afca65f28b54 · outbound

This paper cites Language-grounded dynamic scene graphs for interactive object search with mobile manipulation,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Language-grounded dynamic scene graphs for interactive object search with mobile manipulation,

Reference 17

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Observation c185a32d-6561-4978-9b5a-c43c0937cb3d · outbound

This paper cites More: Mo- bile manipulation rearrangement through grounded language reasoning,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search More: Mo- bile manipulation rearrangement through grounded language reasoning,

Reference 18

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Observation a8a595da-bf0b-40c4-9572-5187cb845b79 · outbound

This paper cites Inference-Time Computations for LLM Reasoning and Planning: A Benchmark and Insights.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Inference-Time Computations for LLM Reasoning and Planning: A Benchmark and Insights

Reference 19

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Observation 724fc0fa-a595-465a-b7cd-ffb9f4605dda · outbound

This paper cites Scaling up and distilling down: Language-guided robot skill acquisition,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Scaling up and distilling down: Language-guided robot skill acquisition,

Reference 20

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Observation 9e684e2a-2786-4180-bee8-b363c81d5576 · outbound

This paper cites Distilling on-device language models for robot planning with minimal human intervention,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Distilling on-device language models for robot planning with minimal human intervention,

Reference 21

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Observation 80dacc37-26ea-4d3d-97ab-6cc54753924a · outbound

This paper cites 3d scene graph: A structure for unified semantics, 3d space, and camera,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search 3d scene graph: A structure for unified semantics, 3d space, and camera,

Reference 22

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Observation 2f29de6f-bfbd-4b1f-bf0b-ccbcfa88b8cf · outbound

This paper cites Hier- archical open-vocabulary 3d scene graphs for language-grounded robot navigation,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Hier- archical open-vocabulary 3d scene graphs for language-grounded robot navigation,

Reference 23

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Observation 55db5f00-d327-4a01-a626-abf07c91a411 · outbound

This paper cites Collaborative dynamic 3d scene graphs for open-vocabulary urban scene understanding,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Collaborative dynamic 3d scene graphs for open-vocabulary urban scene understanding,

Reference 24

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Observation 59f8d4d0-f2b5-4e8d-8775-fb221f3857ad · outbound

This paper cites SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 25

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Observation 49a07165-1fe6-43ba-9e04-76bfae6a1812 · outbound

This paper cites Learning hierarchical interactive multi-object search for mobile manipulation,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Learning hierarchical interactive multi-object search for mobile manipulation,

Reference 26

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Observation 6daabf5e-a426-4606-93e6-15d4a0da073d · outbound

This paper cites Learning long-horizon robot exploration strategies for multi-object search in continuous action spaces,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Learning long-horizon robot exploration strategies for multi-object search in continuous action spaces,

Reference 27

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Observation 9ec24b18-5621-41b5-9156-a3504dbf8e88 · outbound

This paper cites Perception Matters: Enhancing Embodied AI with Uncertainty-Aware Semantic Segmentation.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Perception Matters: Enhancing Embodied AI with Uncertainty-Aware Semantic Segmentation

Reference 28

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Observation 2fab7701-6340-4bf3-bd8f-9914e500a786 · outbound

This paper cites Robotic task ambiguity resolution via natural language interaction,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Robotic task ambiguity resolution via natural language interaction,

Reference 29

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Observation 1e7b95d2-117b-4067-96fd-75ee4dd80835 · outbound

This paper cites SEEK: Semantic Reasoning for Object Goal Navigation in Real World Inspection Tasks.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search SEEK: Semantic Reasoning for Object Goal Navigation in Real World Inspection Tasks

Reference 30

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Observation 0d57ae17-57b6-4e54-a495-a6ce2973c955 · outbound

This paper cites Habitat: A platform for embodied ai research,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Habitat: A platform for embodied ai research,

Reference 31

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Observation c54aa8df-73fe-4ccb-b54f-7f472af2c03d · outbound

This paper cites Habitat 2.0: Training home assistants to rearrange their habitat,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Habitat 2.0: Training home assistants to rearrange their habitat,

Reference 32

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Observation bf05b74f-2187-4699-851e-c1af13e92e33 · outbound

This paper cites Habitat-matterport 3d semantics dataset,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Habitat-matterport 3d semantics dataset,

Reference 33

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Observation 03468ebe-d3e9-4195-8f17-f202148578bf · outbound

This paper cites Hm3d-ovon: A dataset and benchmark for open-vocabulary object goal navigation. in 2024 ieee,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Hm3d-ovon: A dataset and benchmark for open-vocabulary object goal navigation. in 2024 ieee,

Reference 34

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Observation 15f34310-31c9-4d7c-ae63-5650bcdc1c00 · outbound

This paper cites AI2-THOR: An Interactive 3D Environment for Visual AI.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search AI2-THOR: An Interactive 3D Environment for Visual AI

Reference 35

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Observation 8f75fa21-a1d9-4051-b7c5-9c0a6f0ca812 · outbound

This paper cites BEHAVIOR-1K: A Human-Centered, Embodied AI Benchmark with 1,000 Everyday Activities and Realistic Simulation.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search BEHAVIOR-1K: A Human-Centered, Embodied AI Benchmark with 1,000 Everyday Activities and Realistic Simulation

Reference 36

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Observation 9ea748ab-1a48-4d51-ac92-0768c074782a · outbound

This paper cites Taskography: Evaluating robot task planning over large 3d scene graphs,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Taskography: Evaluating robot task planning over large 3d scene graphs,

Reference 37

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Observation 93715eee-2914-4eed-a760-3ecccc615e50 · outbound

This paper cites Kimera: From slam to spatial perception with 3d dynamic scene graphs,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Kimera: From slam to spatial perception with 3d dynamic scene graphs,

Reference 38

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Observation d8a49f14-0210-455d-bf49-e3a6156ebd37 · outbound

This paper cites Hydra: A Real-time Spatial Perception System for 3D Scene Graph Construction and Optimization.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Hydra: A Real-time Spatial Perception System for 3D Scene Graph Construction and Optimization

Reference 39

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source=pdf_text observed=2026-07-15T14:22:08.027014Z digest=sha256:f8cdf30b4c0f90f6f44926ca2530b1dd754cc2084315f37057b3cf2bfece2437

Observation 329e943f-3c29-4018-aa76-8a629f7481a2 · outbound

This paper cites Conceptgraphs: Open-vocabulary 3d scene graphs for perception and planning,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Conceptgraphs: Open-vocabulary 3d scene graphs for perception and planning,

Reference 40

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source=pdf_text observed=2026-07-15T14:22:08.027014Z digest=sha256:8862f0bbeed6c7306e3dc8631bdeaa1d5a4db1e018e2ffb65a741daa387fbc8b

Observation 522c71a1-8494-4230-8efa-84033a558acc · outbound

This paper cites Clio: Real-time task-driven open-set 3d scene graphs,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Clio: Real-time task-driven open-set 3d scene graphs,

Reference 41

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source=pdf_text observed=2026-07-15T14:22:08.027014Z digest=sha256:b86b3bc25ba0efb9ef7fac14e1d183224dfe7a8dfc78223def6bcfe165170466

Observation 92211deb-ac34-41d8-ab6f-cffa79bc1b18 · outbound

This paper cites Frontier Based Exploration for Autonomous Robot.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Frontier Based Exploration for Autonomous Robot

Reference 42

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source=pdf_text observed=2026-07-15T14:22:08.027014Z digest=sha256:ca8a16606d3d90f143cd477d6464cbb051ed2b43139387f77fcc56acaa2666c7

Observation aa8c1a47-3d5c-4414-9e5b-c60654e43cfb · outbound

This paper cites A formal basis for the heuristic determination of minimum cost paths,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search A formal basis for the heuristic determination of minimum cost paths,

Reference 43

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source=pdf_text observed=2026-07-15T14:22:08.027014Z digest=sha256:2aec4ca60112c1bfaaa2b36514c64d4c66d43305eb6176f696d6ab452d47341e

Observation 8010227d-34f9-465f-a802-b6a5b3833af3 · outbound

This paper cites Interiorgs: A 3d gaussian splatting dataset of semantically labeled indoor scenes,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Interiorgs: A 3d gaussian splatting dataset of semantically labeled indoor scenes,

Reference 44

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source=pdf_text observed=2026-07-15T14:22:08.027014Z digest=sha256:5546965560be8b249de80a114618f711487c963f8984c020b7f2d7fa9ae94581

Observation ba9702f9-a987-4a3b-85d3-289df84ee166 · outbound

This paper cites A note on two problems in connexion with graphs,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search A note on two problems in connexion with graphs,

Reference 45

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Observation 75e5e052-0c07-4942-a88b-324b30db697b · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 46

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Observation e918848a-451c-43fe-9409-8a2de9e33d05 · outbound

This paper cites Learning transferable visual models from natural language supervision,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Learning transferable visual models from natural language supervision,

Reference 47

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Observation 2d32ded7-5629-4f7c-839a-ef6bb42759c4 · outbound

This paper cites GPT-4 Technical Report.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search GPT-4 Technical Report

Reference 48

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Observation b21c92c8-1226-4823-aeb3-e52916d79c02 · outbound

This paper cites Mistral 7B.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Mistral 7B

Reference 49

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Observation b123c584-039d-49b6-8dac-573d58900c71 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search LLaMA: Open and Efficient Foundation Language Models

Reference 50

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Observation c46cea6f-f1f5-4595-9368-6a681de3e56d · outbound

This paper cites Deepseek-r1 incentivizes reasoning in llms through reinforcement learning,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Deepseek-r1 incentivizes reasoning in llms through reinforcement learning,

Reference 51

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Observation 79f59565-4998-49f1-bb11-3d3626dee748 · outbound

This paper cites The claude 3 model family: Opus, sonnet, haiku,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search The claude 3 model family: Opus, sonnet, haiku,

Reference 52

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source=pdf_text observed=2026-07-15T14:22:08.027014Z digest=sha256:02f71e3f5a7030e61292b0212d34b0b5bc0f1c2d5e31a85f72a4d4bb5a1ca7aa

Observation dabbb866-1cdd-4b34-90d8-a1dd6eaf1244 · outbound

This paper cites Yolo- world: Real-time open-vocabulary object detection,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search Yolo- world: Real-time open-vocabulary object detection,

Reference 53

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Observation eef33564-ebc8-45a4-80b4-895c77266f68 · outbound

This paper cites N2m2: Learning navigation for arbitrary mobile manipulation motions in unseen and dynamic environments,.

Relational Semantic Reasoning on 3D Scene Graphs for Open World Interactive Object Search N2m2: Learning navigation for arbitrary mobile manipulation motions in unseen and dynamic environments,

Reference 54

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