Last Week in Medical AI: Top Research Papers/Models š (September 21 - September 27, 2024)
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Aaditya Ura
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ML Researcher | LLMs ā” Healthcare | Developer of OpenBioLLM, Open Medical-LLM Leaderboard, MedMCQA, Med-Halt | I like high-quality datasets & eval š§
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Last Week in Medical AI: Top Research Papers/Models š„
(November 2 -November 9, 2024)
š Medical AI Paper of the Week:
Exploring Large Language Models for Specialist-level Oncology Care
Medical LLM & Other Models:
- GSCo: Generalist-Specialist AI Collaboration
- PediatricsGPT: Chinese Pediatric Assistant
- MEG: Knowledge-Enhanced Medical QA
- AutoProteinEngine: Multimodal Protein LLM
Frameworks and Methodologies:
- BrainSegFounder: 3D Neuroimage Analysis
- PASSION: Sub-Saharan Dermatology Dataset
- SAM for Lung X-ray Segmentation
- Label Critic: Data-First Approach
- Medprompt Runtime Strategies
Medical LLM Applications:
- CataractBot: Patient Support System
- CheX-GPT: X-ray Report Enhancement
- CardioAI: Cancer Cardiotoxicity Monitor
- HealthQ: Healthcare Conversation Chain
- PRObot: Diabetic Retinopathy Assistant
Medical LLMs & Benchmarks:
- MediQ: Clinical Reasoning Benchmark
- Touchstone: Segmentation Evaluation
- Medical LLM Adaptation Progress
- Fine-Tuning Medical QA Strategies
AI in Healthcare Ethics:
- Healthcare Robotics with LLMs
- XAI in Clinical Practice
- Precision Rehabilitation Framework
- Multimodal AI Challenges
Now you can watch and listen to the latest Medical AI papers daily on our YouTube and Spotify channels as well!
- Full Thread: https://x.com/OpenlifesciAI/status/1855207141302473090
- YouTube: https://youtu.be/ad0uTnYuTo8
- Spotify: https://open.spotify.com/episode/6s39t1UJZk1i10szuXP2qN
(November 2 -November 9, 2024)
š Medical AI Paper of the Week:
Exploring Large Language Models for Specialist-level Oncology Care
Medical LLM & Other Models:
- GSCo: Generalist-Specialist AI Collaboration
- PediatricsGPT: Chinese Pediatric Assistant
- MEG: Knowledge-Enhanced Medical QA
- AutoProteinEngine: Multimodal Protein LLM
Frameworks and Methodologies:
- BrainSegFounder: 3D Neuroimage Analysis
- PASSION: Sub-Saharan Dermatology Dataset
- SAM for Lung X-ray Segmentation
- Label Critic: Data-First Approach
- Medprompt Runtime Strategies
Medical LLM Applications:
- CataractBot: Patient Support System
- CheX-GPT: X-ray Report Enhancement
- CardioAI: Cancer Cardiotoxicity Monitor
- HealthQ: Healthcare Conversation Chain
- PRObot: Diabetic Retinopathy Assistant
Medical LLMs & Benchmarks:
- MediQ: Clinical Reasoning Benchmark
- Touchstone: Segmentation Evaluation
- Medical LLM Adaptation Progress
- Fine-Tuning Medical QA Strategies
AI in Healthcare Ethics:
- Healthcare Robotics with LLMs
- XAI in Clinical Practice
- Precision Rehabilitation Framework
- Multimodal AI Challenges
Now you can watch and listen to the latest Medical AI papers daily on our YouTube and Spotify channels as well!
- Full Thread: https://x.com/OpenlifesciAI/status/1855207141302473090
- YouTube: https://youtu.be/ad0uTnYuTo8
- Spotify: https://open.spotify.com/episode/6s39t1UJZk1i10szuXP2qN
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3 days ago
Post
2983
Last Week in Medical AI: Top Research Papers/Models š„
(November 2 -November 9, 2024)
š Medical AI Paper of the Week:
Exploring Large Language Models for Specialist-level Oncology Care
Medical LLM & Other Models:
- GSCo: Generalist-Specialist AI Collaboration
- PediatricsGPT: Chinese Pediatric Assistant
- MEG: Knowledge-Enhanced Medical QA
- AutoProteinEngine: Multimodal Protein LLM
Frameworks and Methodologies:
- BrainSegFounder: 3D Neuroimage Analysis
- PASSION: Sub-Saharan Dermatology Dataset
- SAM for Lung X-ray Segmentation
- Label Critic: Data-First Approach
- Medprompt Runtime Strategies
Medical LLM Applications:
- CataractBot: Patient Support System
- CheX-GPT: X-ray Report Enhancement
- CardioAI: Cancer Cardiotoxicity Monitor
- HealthQ: Healthcare Conversation Chain
- PRObot: Diabetic Retinopathy Assistant
Medical LLMs & Benchmarks:
- MediQ: Clinical Reasoning Benchmark
- Touchstone: Segmentation Evaluation
- Medical LLM Adaptation Progress
- Fine-Tuning Medical QA Strategies
AI in Healthcare Ethics:
- Healthcare Robotics with LLMs
- XAI in Clinical Practice
- Precision Rehabilitation Framework
- Multimodal AI Challenges
Now you can watch and listen to the latest Medical AI papers daily on our YouTube and Spotify channels as well!
- Full Thread: https://x.com/OpenlifesciAI/status/1855207141302473090
- YouTube: https://youtu.be/ad0uTnYuTo8
- Spotify: https://open.spotify.com/episode/6s39t1UJZk1i10szuXP2qN
(November 2 -November 9, 2024)
š Medical AI Paper of the Week:
Exploring Large Language Models for Specialist-level Oncology Care
Medical LLM & Other Models:
- GSCo: Generalist-Specialist AI Collaboration
- PediatricsGPT: Chinese Pediatric Assistant
- MEG: Knowledge-Enhanced Medical QA
- AutoProteinEngine: Multimodal Protein LLM
Frameworks and Methodologies:
- BrainSegFounder: 3D Neuroimage Analysis
- PASSION: Sub-Saharan Dermatology Dataset
- SAM for Lung X-ray Segmentation
- Label Critic: Data-First Approach
- Medprompt Runtime Strategies
Medical LLM Applications:
- CataractBot: Patient Support System
- CheX-GPT: X-ray Report Enhancement
- CardioAI: Cancer Cardiotoxicity Monitor
- HealthQ: Healthcare Conversation Chain
- PRObot: Diabetic Retinopathy Assistant
Medical LLMs & Benchmarks:
- MediQ: Clinical Reasoning Benchmark
- Touchstone: Segmentation Evaluation
- Medical LLM Adaptation Progress
- Fine-Tuning Medical QA Strategies
AI in Healthcare Ethics:
- Healthcare Robotics with LLMs
- XAI in Clinical Practice
- Precision Rehabilitation Framework
- Multimodal AI Challenges
Now you can watch and listen to the latest Medical AI papers daily on our YouTube and Spotify channels as well!
- Full Thread: https://x.com/OpenlifesciAI/status/1855207141302473090
- YouTube: https://youtu.be/ad0uTnYuTo8
- Spotify: https://open.spotify.com/episode/6s39t1UJZk1i10szuXP2qN
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We just released a paper (NeuZip) that compresses VRAM in a lossless manner to run larger models. This should be particularly useful when VRAM is insufficient during training/inference. Specifically, we look inside each floating number and find that the exponents are highly compressible (as shown in the figure below).
Read more about the work at NeuZip: Memory-Efficient Training and Inference with Dynamic Compression of Neural Networks (2410.20650)
Read more about the work at NeuZip: Memory-Efficient Training and Inference with Dynamic Compression of Neural Networks (2410.20650)
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Last Week in Medical AI: Top Research Papers/Models š„
š (October 26 - November 2, 2024)
š Medical AI Paper of the Week:
Google Presents MDAgents: An Adaptive Collaboration of LLMs for Medical Decision-Making
Medical LLM & Other Models:
- Matchmaker: Schema Matching with LLMs
- UltraMedical: Specialized Biomedical Models
- ZALM3: Vision-Language Medical Dialogue
- EchoFM: Echocardiogram Foundation Model
Frameworks and Methodologies:
- FEDKIM: Federated Medical Knowledge Injection
- Flex-MoE: Flexible Modality Combination
- MAISI: Synthetic Medical Imaging
- Cough-E: Edge Privacy Detection
- MassSpecGym: Molecule Identification
Medical LLM Applications:
- DiaMond: Multi-Modal Dementia Diagnosis
- LLM-Forest: Health Data Imputation
- Medical Multimodal Visual Grounding
- Clinical Evidence Synthesis with LLMs
Medical LLMs & Benchmarks:
- Histopathology Models Beyond H&E
- LLMs in Mental Health Counseling
- Medical Dataset Reuse Analysis
AI in Healthcare Ethics:
- LLMs in Medical Education
- Medical Exam Question Generation
- Clinical Knowledge Graph Integration
Now you can watch and listen to the latest Medical AI papers daily on our YouTube and Spotify channels as well!
- Full Thread: https://x.com/OpenlifesciAI/status/1852685220912464066
- YouTube: https://youtu.be/3O3xjaMCXHI
- Spotify: https://open.spotify.com/episode/05trbTbtVZcfI7ycA5Z3Tt?si=706b74626f714aa1
š (October 26 - November 2, 2024)
š Medical AI Paper of the Week:
Google Presents MDAgents: An Adaptive Collaboration of LLMs for Medical Decision-Making
Medical LLM & Other Models:
- Matchmaker: Schema Matching with LLMs
- UltraMedical: Specialized Biomedical Models
- ZALM3: Vision-Language Medical Dialogue
- EchoFM: Echocardiogram Foundation Model
Frameworks and Methodologies:
- FEDKIM: Federated Medical Knowledge Injection
- Flex-MoE: Flexible Modality Combination
- MAISI: Synthetic Medical Imaging
- Cough-E: Edge Privacy Detection
- MassSpecGym: Molecule Identification
Medical LLM Applications:
- DiaMond: Multi-Modal Dementia Diagnosis
- LLM-Forest: Health Data Imputation
- Medical Multimodal Visual Grounding
- Clinical Evidence Synthesis with LLMs
Medical LLMs & Benchmarks:
- Histopathology Models Beyond H&E
- LLMs in Mental Health Counseling
- Medical Dataset Reuse Analysis
AI in Healthcare Ethics:
- LLMs in Medical Education
- Medical Exam Question Generation
- Clinical Knowledge Graph Integration
Now you can watch and listen to the latest Medical AI papers daily on our YouTube and Spotify channels as well!
- Full Thread: https://x.com/OpenlifesciAI/status/1852685220912464066
- YouTube: https://youtu.be/3O3xjaMCXHI
- Spotify: https://open.spotify.com/episode/05trbTbtVZcfI7ycA5Z3Tt?si=706b74626f714aa1
posted
an
update
10 days ago
Post
2599
Last Week in Medical AI: Top Research Papers/Models š„
š (October 26 - November 2, 2024)
š Medical AI Paper of the Week:
Google Presents MDAgents: An Adaptive Collaboration of LLMs for Medical Decision-Making
Medical LLM & Other Models:
- Matchmaker: Schema Matching with LLMs
- UltraMedical: Specialized Biomedical Models
- ZALM3: Vision-Language Medical Dialogue
- EchoFM: Echocardiogram Foundation Model
Frameworks and Methodologies:
- FEDKIM: Federated Medical Knowledge Injection
- Flex-MoE: Flexible Modality Combination
- MAISI: Synthetic Medical Imaging
- Cough-E: Edge Privacy Detection
- MassSpecGym: Molecule Identification
Medical LLM Applications:
- DiaMond: Multi-Modal Dementia Diagnosis
- LLM-Forest: Health Data Imputation
- Medical Multimodal Visual Grounding
- Clinical Evidence Synthesis with LLMs
Medical LLMs & Benchmarks:
- Histopathology Models Beyond H&E
- LLMs in Mental Health Counseling
- Medical Dataset Reuse Analysis
AI in Healthcare Ethics:
- LLMs in Medical Education
- Medical Exam Question Generation
- Clinical Knowledge Graph Integration
Now you can watch and listen to the latest Medical AI papers daily on our YouTube and Spotify channels as well!
- Full Thread: https://x.com/OpenlifesciAI/status/1852685220912464066
- YouTube: https://youtu.be/3O3xjaMCXHI
- Spotify: https://open.spotify.com/episode/05trbTbtVZcfI7ycA5Z3Tt?si=706b74626f714aa1
š (October 26 - November 2, 2024)
š Medical AI Paper of the Week:
Google Presents MDAgents: An Adaptive Collaboration of LLMs for Medical Decision-Making
Medical LLM & Other Models:
- Matchmaker: Schema Matching with LLMs
- UltraMedical: Specialized Biomedical Models
- ZALM3: Vision-Language Medical Dialogue
- EchoFM: Echocardiogram Foundation Model
Frameworks and Methodologies:
- FEDKIM: Federated Medical Knowledge Injection
- Flex-MoE: Flexible Modality Combination
- MAISI: Synthetic Medical Imaging
- Cough-E: Edge Privacy Detection
- MassSpecGym: Molecule Identification
Medical LLM Applications:
- DiaMond: Multi-Modal Dementia Diagnosis
- LLM-Forest: Health Data Imputation
- Medical Multimodal Visual Grounding
- Clinical Evidence Synthesis with LLMs
Medical LLMs & Benchmarks:
- Histopathology Models Beyond H&E
- LLMs in Mental Health Counseling
- Medical Dataset Reuse Analysis
AI in Healthcare Ethics:
- LLMs in Medical Education
- Medical Exam Question Generation
- Clinical Knowledge Graph Integration
Now you can watch and listen to the latest Medical AI papers daily on our YouTube and Spotify channels as well!
- Full Thread: https://x.com/OpenlifesciAI/status/1852685220912464066
- YouTube: https://youtu.be/3O3xjaMCXHI
- Spotify: https://open.spotify.com/episode/05trbTbtVZcfI7ycA5Z3Tt?si=706b74626f714aa1
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Last Week in Medical AI: Top Research Papers/Models š„
š (October 19-26, 2024)
š Medical AI Paper of the Week:
Safety principles for medical summarization using generative AI by Google
Medical LLM & Other Models:
- BioMistral-NLU: Medical Vocab Understanding
- Bilingual Multimodal LLM for Biomedical Tasks
- Metabolic-Enhanced LLMs for Clinical Analysis
- Dermatology Foundation Model
Frameworks and Methodologies:
- Back-in-Time: Medical Deepfake Detection
- Hybrid GenAI for Crystal Design
- VISAGE: Video Synthesis for Surgery
- MoRE: Multi-Modal X-Ray/ECG Pretraining
- SleepCoT: Personalized Health via CoT
Medical LLM Applications:
- ONCOPILOT: CT Model for Tumors
- LMLPA: Linguistic Personality Assessment
- GenAI for Medical Training
Medical LLMs & Benchmarks:
- LLM Evaluation Through Explanations
- Contrastive Decoding for Medical LLM Hallucination
AI in Healthcare Ethics:
- Healthcare XAI Through Storytelling
- Clinical LLM Bias Analysis
- ReflecTool: Reflection-Aware Clinical Agents
Full Thread: https://x.com/OpenlifesciAI/status/1850202986053808441
Now you can watch and listen to the latest Medical AI papers daily on our YouTube and Spotify channels as well!
- šļø Spotify: https://podcasters.spotify.com/pod/show/medicalai/episodes/Medical-AI-Weekly-Digest-From-Deepfake-Detection-to-Clinical-LLMs-Oct-19-26--Part-1-e2q6012
- YouTube: https://youtu.be/Wt5QOv1vk2U
š (October 19-26, 2024)
š Medical AI Paper of the Week:
Safety principles for medical summarization using generative AI by Google
Medical LLM & Other Models:
- BioMistral-NLU: Medical Vocab Understanding
- Bilingual Multimodal LLM for Biomedical Tasks
- Metabolic-Enhanced LLMs for Clinical Analysis
- Dermatology Foundation Model
Frameworks and Methodologies:
- Back-in-Time: Medical Deepfake Detection
- Hybrid GenAI for Crystal Design
- VISAGE: Video Synthesis for Surgery
- MoRE: Multi-Modal X-Ray/ECG Pretraining
- SleepCoT: Personalized Health via CoT
Medical LLM Applications:
- ONCOPILOT: CT Model for Tumors
- LMLPA: Linguistic Personality Assessment
- GenAI for Medical Training
Medical LLMs & Benchmarks:
- LLM Evaluation Through Explanations
- Contrastive Decoding for Medical LLM Hallucination
AI in Healthcare Ethics:
- Healthcare XAI Through Storytelling
- Clinical LLM Bias Analysis
- ReflecTool: Reflection-Aware Clinical Agents
Full Thread: https://x.com/OpenlifesciAI/status/1850202986053808441
Now you can watch and listen to the latest Medical AI papers daily on our YouTube and Spotify channels as well!
- šļø Spotify: https://podcasters.spotify.com/pod/show/medicalai/episodes/Medical-AI-Weekly-Digest-From-Deepfake-Detection-to-Clinical-LLMs-Oct-19-26--Part-1-e2q6012
- YouTube: https://youtu.be/Wt5QOv1vk2U