Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T21:43:21.416987Z
Paper Citation Record · LEDGER
As of 16 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 8 inbound Pith citation observations for arXiv:2412.04209.
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 2026-08-11T21:43:21.416987Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T23:09:43.914026Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T19:30:07.224645Z
61 of 61 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 41c0b7e9-9997-4bf2-9f3a-1b98201d127f · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model A safe hierarchical planning framework for complex driving scenarios based on reinforce- ment learning,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a1bf858e-f07f-4da1-940e-d75741ac24c5 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Self-learned autonomous driving at unsignalized intersec- tions: A hierarchical reinforced learning approach for feasible decision- making,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation dc2a5928-c651-4e27-b01b-ed7615429d29 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving
Reference 3
Source-reported events for the cited work
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Observation c974f1b6-f952-4ddf-b302-64345b7c8553 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model A cognition-inspired human-like decision-making method for automated vehicles,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f88b2274-5849-466f-aad2-51efedd81cd0 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Hierarchical uncertainty-aware autonomous driving in lane-changing scenarios: Behavior prediction and motion planning,
Reference 5
Source-reported events for the cited work
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Observation f52d9739-4114-43f5-9495-ff577a92d941 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Interactive decision-making integrating graph neural networks and model predictive control for autonomous driving,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 74bb8152-2beb-40bc-9e3e-e4fa9df302c4 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Efficient sampling-based motion planning for on-road autonomous driving,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 37f594f1-9613-4170-92d4-afec2fb44a45 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model End-to-end interpretable neural motion planner,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 90036443-17a5-4763-9655-fdef8e8eab03 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Multi-modal model predictive control through batch non-holonomic trajectory optimization: Application to highway driving,
Reference 9
Source-reported events for the cited work
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Observation 5963f56c-4802-4ff8-a4e0-34474c0089f0 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Conditional predictive behavior planning with inverse reinforcement learning for human-like autonomous driving,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be6e403f-a08d-4777-b75f-a726ce67c413 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Gen-Drive: Enhancing Diffusion Generative Driving Policies with Reward Modeling and Reinforcement Learning Fine-tuning
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b660bbd9-5cf1-4304-b608-c1f0f72d1883 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model A unified framework integrating decision making and trajectory planning based on spatio-temporal voxels for highway autonomous driving,
Reference 12
Source-reported events for the cited work
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Observation 6b077c0f-2286-4f13-9414-f6352fa03c54 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Diffusion-ES: Gradient-free planning with diffusion for autonomous and instruction-guided driving,
Reference 13
Source-reported events for the cited work
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Observation d17921a0-4774-4325-944d-5b8e0ba3c7f0 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model LookOut: Diverse multi-future prediction and planning for self-driving,
Reference 14
Source-reported events for the cited work
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Observation 3294e315-70f7-4440-8e74-4963e4fbab32 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model A critical view of driver behavior models: what do we know, what should we do?,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 30697191-ae1e-4164-901f-bf55d17baac9 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Optimal trajectory generation for dynamic street scenarios in a frenet frame,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 5bcab800-b589-4578-8eb1-54eed2388fd4 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Parting with misconceptions about learning-based vehicle motion planning,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 46e9ca54-3db5-4c1f-aa70-a519d381084b · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model ST-P3: End- to-end vision-based autonomous driving via spatial-temporal feature learning,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e4f5f36d-6566-4867-9721-35837260c7b2 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Rethinking imitation-based planners for autonomous driving,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 036eeb20-fff9-4702-bec4-c3c4ecedf82c · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model DriveVLM: The convergence of autonomous driving and large vision-language models,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 97355e52-f506-4a22-b93c-dbee3e9daf1d · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Driving with style: Inverse reinforcement learning in general-purpose planning for automated driving,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 26119707-8bd8-44a1-81bf-426684f2deb5 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model LMDrive: Closed-loop end-to-end driving with large language models,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d9363364-109d-4bcf-a1bc-87f1da61cbc5 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Senna: Bridging Large Vision-Language Models and End-to-End Autonomous Driving
Reference 23
Source-reported events for the cited work
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Observation 5820114e-b7c2-481f-83e3-f8d9ebfd71fb · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Do As I Can, Not As I Say: Grounding language in robotic affordances,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c6124405-a719-42e1-a306-332794e556b8 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model A survey on multimodal large language models for autonomous driving,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc4aa8a5-b389-49e5-9c63-28caa42ebb65 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Language models are few-shot learners,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 35555d61-ba0c-47a3-86fc-1516ca93233c · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model LLaMA: Open and Efficient Foundation Language Models
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67f568d8-d521-4580-935d-8bc9694191b0 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model GPT-4 Technical Report
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06805eb0-1044-43cf-b6fd-dea1e0d18f00 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Visual instruction tuning,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 5cc6faf2-97a2-4b0e-93ac-a6370bab7fba · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Improved baselines with visual instruction tuning,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 3347c97c-3a15-4899-8ccd-b8d6355406f1 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model HE-Drive: Human-like end-to-end driving with vision language models,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4da73ee8-3f0d-4999-a758-26762827cd70 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Forking paths in neural text generation,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation dc8a654d-8808-4a5d-89ba-64f1041518fd · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model To believe or not to believe your LLM: Iterative prompting for estimat- ing epistemic uncertainty,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d6e0579b-bb02-4974-8c26-6adcea95b273 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Semantic uncertainty: Linguistic invariances for uncertainty estimation in natural language generation,
Reference 34
Source-reported events for the cited work
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Observation 88d305a0-8885-471e-b1fd-114285ee7506 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Hierarchical prediction uncertainty-aware motion planning for autonomous driving in lane-changing scenarios,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d66b4791-9854-4499-a251-dbf586777bb2 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model What uncertainties do we need in Bayesian deep learning for computer vision?,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f1aaa2fd-780c-4d98-9c6f-50eee906758c · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Just ask for calibration: Strategies for eliciting calibrated confidence scores from language models fine-tuned with human feedback,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation debdadcc-6952-4337-bff6-6f1b494880b0 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model NuPlan: A closed-loop ML-based planning benchmark for autonomous vehicles
Reference 38
Source-reported events for the cited work
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Observation cb7907af-4c38-4265-a149-15cb71b3ea8a · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model LMMCoDrive: Cooperative Driving with Large Multimodal Model
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34abd4bc-5f15-4e4a-843a-c54d2dde6220 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model DiLu: A knowledge-driven approach to autonomous driving with large language models,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 27d049ee-289a-435b-b239-ebd051ba6fc7 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model DrivegGPT4: Interpretable end-to-end autonomous driving via large language model,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation db21fe87-4a12-46a0-a97c-815f108a836c · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model PlanAgent: A Multi-modal Large Language Agent for Closed-loop Vehicle Motion Planning
Reference 42
Source-reported events for the cited work
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Observation 12fd299b-2261-46c7-ade7-c5244fa77035 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Unresolved cited work
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 320d1a03-c19b-406d-b6e9-85b8684c9fa1 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Weight uncertainty in neural network,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation dc4218e4-076a-4d7a-ab98-5ebba9d02afe · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Dropout as a Bayesian approximation: Representing model uncertainty in deep learning,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 8b11d479-d726-4d56-8ce1-6d594cd8b0ed · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Simple and scalable predictive uncertainty estimation using deep ensembles,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4b5513f7-13b6-4b3e-b5a9-4b88ba799278 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models
Reference 47
Source-reported events for the cited work
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Observation 10c2678b-1743-46c6-ae64-078a5900aef5 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model A survey of confidence estimation and calibration in large language models,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a3537460-6e64-4f73-b95b-1680a6841af7 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Shifting attention to relevance: Towards the predictive uncertainty quantification of free-form large language models,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0f9492ea-9048-4994-8548-14bb523be441 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Teaching Models to Express Their Uncertainty in Words
Reference 50
Source-reported events for the cited work
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Observation 1cf15ecb-c15e-4962-9dc1-4fc508dfa062 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Can LLMs express their uncertainty? An empirical evaluation of confidence elicitation in LLMs,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 34e4694f-4753-4383-a3ba-d7d9a705ff5a · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Newell, H
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 244c0193-6de6-43c1-bdf6-51f9d2b32e79 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model How do we know that we know? the accessibility model of the feeling of knowing.,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation edf026a8-4ce1-4a4d-9295-e1c1da2904f5 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model DriveLM: Driving with graph visual question answering,
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2285743f-d4a1-444c-a4f3-6575f887d9a3 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Denoising diffusion probabilistic models,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 380f560b-d01a-4c17-b23b-b9dc9a280126 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Generalized force model of traffic dynamics,
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4c9a103f-ccfb-4c26-a2ab-8d00fd0def1c · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model From prediction to planning with goal conditioned lane graph traversals,
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d873b89b-1bf9-44fd-9740-9fc11c3bd490 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Urban Driver: Learning to drive from real-world demonstrations using policy gradients,
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 40c75e78-b42e-41ac-82c9-81bbe28e9ad8 · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model Diffusion-based planning for autonomous driving with flexible guidance,
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 152b3646-402a-4fc8-b156-32c886ff09be · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model GameFormer: Game-theoretic modeling and learning of transformer-based interactive prediction and planning for autonomous driving,
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 76f01843-2489-4cd5-9151-55f342cf2a4c · outbound
CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model PLUTO: Pushing the Limit of Imitation Learning-based Planning for Autonomous Driving
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5aba25af-ae6c-4dae-b898-4059cf53810c · inbound
DSDrive: Distilling Large Language Model for Lightweight End-to-End Autonomous Driving with Unified Reasoning and Planning CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d983f1b-6112-4734-b754-ecf33dd94428 · inbound
Chain-of-Thought for Autonomous Driving: A Comprehensive Survey and Future Prospects CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model
Reference 82
Source-reported events for the cited work
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Observation 2d6efe36-ccfc-4e2c-8603-29d025439a0b · inbound
Using Ensemble Diffusion to Estimate Uncertainty for End-to-End Autonomous Driving CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b4dcbcd8-2747-48e8-8d6a-f54cc2f0009a · inbound
VLM-UDMC: VLM-Enhanced Unified Decision-Making and Motion Control for Urban Autonomous Driving CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model
Reference 26
Source-reported events for the cited work
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Observation a2272fe3-9a7b-4193-8a61-43ede1744e19 · inbound
VLMPlanner: Integrating Visual Language Models with Motion Planning CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 48444614-cd18-4443-81ca-ef1e291e21f2 · inbound
Decision-Making with Lightweight Confidence-Aware Language Model for Autonomous Driving CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 446498b9-4cb3-4090-af60-74ced37ebcda · inbound
LUNA-AD: Lightweight Uncertainty-Aware Language Model with Lifelong Learning for Autonomous Driving CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2907f3f8-7299-4dcc-a2ce-b4c9c5e22cc6 · inbound
ASSCG: Just-Right Gating over Chattering for Fast-Slow LLM Planning in Autonomous Driving CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.