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Decision Making

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관련 논문과 평가 결과에 연결된 구현입니다. 출처에서 확인된 저자 구현에는 공식 코드 표시가 있습니다.

https://github.com/clear-nus/scales

공식 코드

SCALES: From Fairness Principles to Constrained Decision-Making

https://github.com/clearproject/clear

공식 코드

Conceptual Learning via Embedding Approximations for Reinforcing Interpretability and Transparency

https://github.com/clementlarisa/multimodal-rgbd-agents

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Depth Matters: Multimodal RGB-D Perception for Robust Autonomous Agents

https://github.com/clementromac/lamorel

공식 코드

Grounding Large Language Models in Interactive Environments with Online Reinforcement Learning

https://github.com/clemgris/igdrivsim

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IGDrivSim: A Benchmark for the Imitation Gap in Autonomous Driving

https://github.com/clic-lab/drif

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Mapping Navigation Instructions to Continuous Control Actions with Position-Visitation Prediction

https://github.com/clinicalml/finding-decision-heterogeneity-regions

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Finding Regions of Heterogeneity in Decision-Making via Expected Conditional Covariance

https://github.com/clinicalml/fully-observed-policy-learning

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Treatment Policy Learning in Multiobjective Settings with Fully Observed Outcomes

https://github.com/clinicalml/trajectory-inspection

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Trajectory Inspection: A Method for Iterative Clinician-Driven Design of Reinforcement Learning Studies

https://github.com/clint-kristopher-morris/llm-guided-evolution

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LLM Guided Evolution - The Automation of Models Advancing Models

https://github.com/cliport/cliport

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CLIPort: What and Where Pathways for Robotic Manipulation

https://github.com/cloud-qu/lare

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Latent Reward: LLM-Empowered Credit Assignment in Episodic Reinforcement Learning

https://github.com/cloud0723/offline-mlirl

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When Demonstrations Meet Generative World Models: A Maximum Likelihood Framework for Offline Inverse Reinforcement Learning

https://github.com/clsframework/cross-language-soccer-framework

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Cross Language Soccer Framework: An Open Source Framework for the RoboCup 2D Soccer Simulation

https://github.com/clsframework/soccer-simulation-proxy

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Cross Language Soccer Framework: An Open Source Framework for the RoboCup 2D Soccer Simulation

https://github.com/clu-uml/meddec

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MedDec: A Dataset for Extracting Medical Decisions from Discharge Summaries

https://github.com/clu5/aaai22

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Fair Conformal Predictors for Applications in Medical Imaging

https://github.com/clvrai/furniture-bench

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FurnitureBench: Reproducible Real-World Benchmark for Long-Horizon Complex Manipulation

https://github.com/clvrai/mopa-pd

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Distilling Motion Planner Augmented Policies into Visual Control Policies for Robot Manipulation

https://github.com/cmpatino/utility_driven_prediction

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Decision-Focused Uncertainty Quantification

https://github.com/cmu-delphi/covidcast-indicators

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Computationally Assisted Quality Control for Public Health Data Streams

https://github.com/cnuebel98/match_point_ai_public

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Match Point AI: A Novel AI Framework for Evaluating Data-Driven Tennis Strategies

https://github.com/cnulab/mediclip

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MediCLIP: Adapting CLIP for Few-shot Medical Image Anomaly Detection

https://github.com/coastalcph/reliability-wild

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Evaluating Deep Taylor Decomposition for Reliability Assessment in the Wild

https://github.com/cocofeat/eyemost

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Reliable Multimodality Eye Disease Screening via Mixture of Student's t Distributions

https://github.com/cocoon2wong/Vertical

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View Vertically: A Hierarchical Network for Trajectory Prediction via Fourier Spectrums

https://github.com/code-lukas/spacewalker

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Spacewalker: Traversing Representation Spaces for Fast Interactive Exploration and Annotation of Unstructured Data

https://github.com/cog-imperial/entmoot

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ENTMOOT: A Framework for Optimization over Ensemble Tree Models

https://github.com/cog-imperial/omlt

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OMLT: Optimization & Machine Learning Toolkit

https://github.com/cognitiveaisystems/mapf-gpt

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MAPF-GPT: Imitation Learning for Multi-Agent Pathfinding at Scale

https://github.com/cogsys-tuebingen/CBMOT

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Score refinement for confidence-based 3D multi-object tracking

https://github.com/coleygroup/sparrow

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An algorithmic framework for synthetic cost-aware decision making in molecular design

https://github.com/colfeng/calm

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Empowering Many, Biasing a Few: Generalist Credit Scoring through Large Language Models

https://github.com/collin-burns/discovering_latent_knowledge

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Discovering Latent Knowledge in Language Models Without Supervision

https://github.com/commandercero/netplay

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Playing NetHack with LLMs: Potential & Limitations as Zero-Shot Agents

https://github.com/compasszzn/CirT

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CirT: Global Subseasonal-to-Seasonal Forecasting with Geometry-inspired Transformer

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