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Category:All HeadlinesWorld & GeopoliticsMarkets & EconomyTech & AIPoliticsSearch results for: "Concept bottleneck models" (30 stories)

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Concept bottleneck models and integrated gradients for efficient and interpretable pedestrian crossing intention estimation
Lead StoryNaturegeneral
Oct 4

Concept bottleneck models and integrated gradients for efficient and interpretable pedestrian crossing intention estimation

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFBYNHB4dzkwU0t0N3pubU1FZGdxMEJrNWNvWW1CWDhsVlVCREpnN1FPb0dfeDJiYXJ0V3g0VS12MnE3SjM1ZV9NUHg4VVBKV2FlZnRrOW9wZlRRMndzMzJv?oc=5" target="_blank">Concept bottleneck models and integrated gradients for efficient and interpretable pedestrian crossing intention estimation</a>  <font color="#6f6f6f">Nature</font>

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Search Results for "Concept bottleneck models"

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29 stories displayed
Flexible Concept Bottleneck Model
The Association for the Advancement of Artificial Intelligencegeneral

Flexible Concept Bottleneck Model

<a href="https://news.google.com/rss/articles/CBMiZEFVX3lxTE9Wcm4wMV9VQUNVRUtnM2Q4QWVDUkNJQWNwdlhRWEFhVHVvVzdCMHViSkZHODlsZUZ0c2EzTW9ZZXROT2dNNTlDaTc1NlA0RWt5WGFBMDhodi1JZUVCUHJjaVlNNXk?oc=5" target="_blank">Flexible Concept Bottleneck Model</a>  <font color="#6f6f6f">The Association for the Advancement of Artificial Intelligence</font>

Improving AI models’ ability to explain their predictions
MIT Newstech

Improving AI models’ ability to explain their predictions

<a href="https://news.google.com/rss/articles/CBMihAFBVV95cUxNenZWOVN5anIzeEVlUXNjVk01WHVtTm1SeFpXSGxMU0dFaHJ2MG5GUW9zZGQ5RmYxcjFOdElmWVdObWh2T0xJSEVidnJRZFlWWlpyYl9nMUlQUU0yU1RHQ21JQmxDTDdqdUNCUGd1TzdsVzB0d2ZOWjE5MWR1Z3IyY1c0Z08?oc=5" target="_blank">Improving AI models’ ability to explain their predictions</a>  <font color="#6f6f6f">MIT News</font>

Concept inconsistency in dermoscopic concept bottleneck models: a rough-set analysis of the Derm7pt dataset
Naturegeneral

Concept inconsistency in dermoscopic concept bottleneck models: a rough-set analysis of the Derm7pt dataset

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFBFclZpSjNHd1h6cUZLVUdKZjVHN3B0NHR1U3RvZ2hrQ0tSUkdGQmZhX012dmx6bnJ6S1U5bFlIdnpXV2hPRy1IQ3Q2emRBUkVhdmRSZXVFcENCU3ZLVGFj?oc=5" target="_blank">Concept inconsistency in dermoscopic concept bottleneck models: a rough-set analysis of the Derm7pt dataset</a>  <font color="#6f6f6f">Nature</font>

Concepts from Representations: Post-hoc Concept Bottleneck Models via Sparse Decomposition of Visual Representations
The Association for the Advancement of Artificial Intelligencegeneral

Concepts from Representations: Post-hoc Concept Bottleneck Models via Sparse Decomposition of Visual Representations

<a href="https://news.google.com/rss/articles/CBMiZEFVX3lxTE04bVlzWFlQc2FNdFlrblotcGxFYTNDN1FxZGpNblI0OXBxTkhHTEpJX1Y2YTBVXy1TeDEwOFNUd1hZWW9ncG9CQlhyQ1o2RDZjYXZjVXhhMHo4VEVWdlRvNnBONjQ?oc=5" target="_blank">Concepts from Representations: Post-hoc Concept Bottleneck Models via Sparse Decomposition of Visual Representations</a>  <font color="#6f6f6f">The Association for the Advancement of Artificial Intelligence</font>

CLEAR: An Auditable Foundation Model for Radiology Grounded in Clinical Concepts | Newswise
Newswiseworld

CLEAR: An Auditable Foundation Model for Radiology Grounded in Clinical Concepts | Newswise

<a href="https://news.google.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?oc=5" target="_blank">CLEAR: An Auditable Foundation Model for Radiology Grounded in Clinical Concepts | Newswise</a>  <font color="#6f6f6f">Newswise</font>

SL-CBM: Enhancing Concept Bottleneck Models with Semantic Locality for Better Interpretability
The Association for the Advancement of Artificial Intelligencegeneral

SL-CBM: Enhancing Concept Bottleneck Models with Semantic Locality for Better Interpretability

<a href="https://news.google.com/rss/articles/CBMiZEFVX3lxTE5fMHhZd29GMEQ1UkozanlTNjVGcDNyaGt4TjI2WmtWcVBZbklqc25KT0pRSV9CX3E4MFExM1lKWXZBMU1KVW5HX1U4Q2trbHgybEdaQ041T3dBQ3ROenFTekRfYVU?oc=5" target="_blank">SL-CBM: Enhancing Concept Bottleneck Models with Semantic Locality for Better Interpretability</a>  <font color="#6f6f6f">The Association for the Advancement of Artificial Intelligence</font>

Inside the AI Black Box, for Real This Time — 2026 State of AI Interpretability and Explainability
Mediumtech

Inside the AI Black Box, for Real This Time — 2026 State of AI Interpretability and Explainability

<a href="https://news.google.com/rss/articles/CBMi1wFBVV95cUxPSnRrRE12WXNTd1FDOVhseVlTLWQ4VnpDb0FMaXFzV3B4d25LdnVJRlNWRWRiR0pPT3dEQmt6Ykp5T2o3bjFqZG5qRDBzRm5lQV9wRmM1SWpFMUdxejJDTTZxVGVuMERDemM5TmpDOWRyakJIWFBEelN0U2gwblFWSlpHTlVnY2stRGRtcmgxeE11bnBOMVVlR0ViVlAwVFlQSXI5OUxxS0RIZ3A0ZTZVNkJURldNV2JKVEU5bXVyanZtdFo3UVgxSEZqSjB2b2RkMURUN1pzYw?oc=5" target="_blank">Inside the AI Black Box, for Real This Time — 2026 State of AI Interpretability and Explainability</a>  <font color="#6f6f6f">Medium</font>

Transparent and Reliable ArtificiaI Intelligence Lab
UCL | University College Londontech

Transparent and Reliable ArtificiaI Intelligence Lab

<a href="https://news.google.com/rss/articles/CBMi5AFBVV95cUxPb0lGNUNHMF9rU0VKZkVLV3pYc2hMLXE2TEJhZmlUZXNDM0NaRWV0OWlfVWFhMzNQTU1iVkVEdERQbVpYemU1X2dyc00yRDhxNnFKQnBUeUgwSU1pMjFUdzZQSVJBX3VHWGEyXzQ2U2xsZUp4VlRyVm1ONkZRVkljb0xxMTJsdlF5YzNNRjVSMTdkOUZDS0tubXdCM1U2UlFlNzMxWU5MTTZqb1NJQnNDWU5BU0J0ZTl3clRCSk5nbVVkZ2gwUm03eVVydjQ2WldXTGtjNFZla3FySk50WVpmWV95VU0?oc=5" target="_blank">Transparent and Reliable ArtificiaI Intelligence Lab</a>  <font color="#6f6f6f">UCL | University College London</font>

Implement interpretable neural models in PyTorch!
Towards Data Sciencegeneral

Implement interpretable neural models in PyTorch!

<a href="https://news.google.com/rss/articles/CBMimAFBVV95cUxNWmFId093LUZIclc5R1JJS1JDdEY0aWhTbzl0RXlVSUhObEcxSmdqa2Y4aDU5NkpieC1qMk9PWGpQckdLN19KangzdktGX1B0eWxxQ0o4SGxRNlJxMlRiYnlRTHhDMFhnem1CN0FaWEtnNzhJVkNkV0kwWmZEdnRZU3lJaFJtRDdmQTY0Tkl4cXdEdHcybkNfYw?oc=5" target="_blank">Implement interpretable neural models in PyTorch!</a>  <font color="#6f6f6f">Towards Data Science</font>

Partially Shared Concept Bottleneck Models
The Association for the Advancement of Artificial Intelligencegeneral

Partially Shared Concept Bottleneck Models

<a href="https://news.google.com/rss/articles/CBMiZEFVX3lxTFBfNlFPS0JRZzhyVnhUVExURzVOTTVkZ3M2eGExT0xrWEpuc0RJakJQMjFWWHdrY1hOeGN3eXVTY2VRYnkwcVBJb3NzZDBreVNOOFhJdDEwUFBTSjBidGlyNHBRSXA?oc=5" target="_blank">Partially Shared Concept Bottleneck Models</a>  <font color="#6f6f6f">The Association for the Advancement of Artificial Intelligence</font>

Generalizable AI predicts immunotherapy outcomes across cancers and treatments
Naturetech

Generalizable AI predicts immunotherapy outcomes across cancers and treatments

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE1ZTmN0YlhkUUh3MEdmbUM0QWszdmtsZTNra0VpUDVOZ1lEVXFzWXliU2U3WE92REMtSXVIV1NTM011a2Ffem1yZGo4V2o2SFNheGFrMFg5UVRJYW1YdUU0?oc=5" target="_blank">Generalizable AI predicts immunotherapy outcomes across cancers and treatments</a>  <font color="#6f6f6f">Nature</font>

CLEAR: an auditable foundation model for radiology grounded in clinical concepts
Natureworld

CLEAR: an auditable foundation model for radiology grounded in clinical concepts

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE1pUlczZXFDU0x2UVA5Z2NwVEh1TzFYd1FuQnpGTXREVGM2UWU3QW1Rd1VsNU5vUGx0VkJweG1NeHZwcmZEY28tZE5reDZudmxUNnFlVU5nQXUtWFNNczdZ?oc=5" target="_blank">CLEAR: an auditable foundation model for radiology grounded in clinical concepts</a>  <font color="#6f6f6f">Nature</font>

Vision-Language Models Guided Graph Concept Reasoning for Interpretable Diabetic Retinopathy Diagnosis
The Association for the Advancement of Artificial Intelligencegeneral

Vision-Language Models Guided Graph Concept Reasoning for Interpretable Diabetic Retinopathy Diagnosis

<a href="https://news.google.com/rss/articles/CBMiZEFVX3lxTE44Rk9tV1FXMGo1aTZmZDI0MVZha29CSVV6ZGxiTnVIYnQzNVlTZTZKN2ZtZlhsbWhNbDZrUGN2aGE0eGItLUJGbkFac3YyYmtRanpWbHNLTFNaTkFpQmJpcWR5eFI?oc=5" target="_blank">Vision-Language Models Guided Graph Concept Reasoning for Interpretable Diabetic Retinopathy Diagnosis</a>  <font color="#6f6f6f">The Association for the Advancement of Artificial Intelligence</font>

A concept-based interpretable model for the diagnosis of choroid neoplasias using multimodal data
Naturegeneral

A concept-based interpretable model for the diagnosis of choroid neoplasias using multimodal data

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE9xQmxTenMxMDh4MFhxMFpBelBSTUxlTkRwc1VXRl9ZS2gxQjlOZFQzVkZ2SDVtcDN5SUpGLUgzUEZPalF6MEFTSjA2YWF0S1dUQndZTUo1QVN6dWNoZkpV?oc=5" target="_blank">A concept-based interpretable model for the diagnosis of choroid neoplasias using multimodal data</a>  <font color="#6f6f6f">Nature</font>

Explanation Bottleneck Models
The Association for the Advancement of Artificial Intelligencegeneral

Explanation Bottleneck Models

<a href="https://news.google.com/rss/articles/CBMiZEFVX3lxTE1ZTDdYVURUcVV1RlViV3gwcTMzYW5IdktnU1hoWTVteUxQSU5BcDBMczJONFhrVHlMMXdDYldrd3hWUWkwNWxoYXVrVlZzYV90MEVuZ2ZHVG1kUFRaczZmN084Q1I?oc=5" target="_blank">Explanation Bottleneck Models</a>  <font color="#6f6f6f">The Association for the Advancement of Artificial Intelligence</font>

Knowledge-guided adaptation of pathology foundation models effectively improves cross-domain generalization and demographic fairness
Naturetech

Knowledge-guided adaptation of pathology foundation models effectively improves cross-domain generalization and demographic fairness

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFBGQi1MMUV4Um9QLWdCNENiVHBtNDdsa1hPd3ZscDVpX3JVSC1lcDNIMTlFclF1SmZJRUNDb3FLSW9Ta0FYeUZvbjNNbmFac1hxYl9oamFvdnoxNEhaaUlN?oc=5" target="_blank">Knowledge-guided adaptation of pathology foundation models effectively improves cross-domain generalization and demographic fairness</a>  <font color="#6f6f6f">Nature</font>

V2C-CBM: Building Concept Bottlenecks with Vision-to-Concept Tokenizer
The Association for the Advancement of Artificial Intelligencegeneral

V2C-CBM: Building Concept Bottlenecks with Vision-to-Concept Tokenizer

<a href="https://news.google.com/rss/articles/CBMiZEFVX3lxTFBSZV9naHVjZGVheWNKNkVGN3pwd1g4SDNCNEQ5c0hWaGdYODJULUQ4aVBveFVyRVlybGQzZjRVMGtIVVdMUDN0Rjh4cFA2V3JMeDh1aHBNSkhIblhKNDZMT3pQTlI?oc=5" target="_blank">V2C-CBM: Building Concept Bottlenecks with Vision-to-Concept Tokenizer</a>  <font color="#6f6f6f">The Association for the Advancement of Artificial Intelligence</font>

On the Concept Trustworthiness in Concept Bottleneck Models
The Association for the Advancement of Artificial Intelligencegeneral

On the Concept Trustworthiness in Concept Bottleneck Models

<a href="https://news.google.com/rss/articles/CBMiZEFVX3lxTE1oekNxT0VkTk1pX0k0OGlwN2FyamNYcktpdE5qRUx5TzAxTmNqX3VCcmRTWGl3SWNldlIwVjFMYzhQUjFKQXVPZHQtTmY5U0pqNDQwZDNieTNLMTdJN2ppVjhYWm4?oc=5" target="_blank">On the Concept Trustworthiness in Concept Bottleneck Models</a>  <font color="#6f6f6f">The Association for the Advancement of Artificial Intelligence</font>

Vol. 40 No. 25: AAAI-26 Technical Tracks 25
The Association for the Advancement of Artificial Intelligencetech

Vol. 40 No. 25: AAAI-26 Technical Tracks 25

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFA3dEV6M1FIbTI2ZWRjS3RwLVZiUlpiNk1KNER3RWMxaWRYM1BRV3M0TVZPUHB3Y3c1MVpLd3dtUFVXd3JKV0tUSWVQOHJjdWt0Tm1ZT2pkMk9UR2VMa2xB?oc=5" target="_blank">Vol. 40 No. 25: AAAI-26 Technical Tracks 25</a>  <font color="#6f6f6f">The Association for the Advancement of Artificial Intelligence</font>

Understanding and Enhancing Robustness of Concept-Based Models
The Association for the Advancement of Artificial Intelligenceworld

Understanding and Enhancing Robustness of Concept-Based Models

<a href="https://news.google.com/rss/articles/CBMiZEFVX3lxTE1JeDJUOG55bHFDWVB4SHFNdEFEVTdiZ1FfV2tQS3FUaFU1dWFjWmtVa0k0cUI3OHhVZjI0dkVuT3RjNmdQTTFUVkRNZFRyZ28yS0pndFVfbmFRM2xQVzZBdmlrMHI?oc=5" target="_blank">Understanding and Enhancing Robustness of Concept-Based Models</a>  <font color="#6f6f6f">The Association for the Advancement of Artificial Intelligence</font>

An interpretable model based on concept and argumentation for tabular data
Naturegeneral

An interpretable model based on concept and argumentation for tabular data

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFA4TnowX2hSRkQ2bkI2Z2UydXNuLU5kVTh4RjRIYnZYSV9tYlowQXBtZXV1ZWRuX3dIWkZULVloT1U4SDdiSi15eFhNUGh1NVMtd3FyN01LWmhob0NFdU5N?oc=5" target="_blank">An interpretable model based on concept and argumentation for tabular data</a>  <font color="#6f6f6f">Nature</font>

Now You See Me (CME): Concept-based Model Extraction
Towards Data Sciencegeneral

Now You See Me (CME): Concept-based Model Extraction

<a href="https://news.google.com/rss/articles/CBMimgFBVV95cUxNaEROaFEwS2lMbGdmakVLSUZ0aDgtOUJrMGdkQ3FUR2oyOTJEVlFLdC1EVldFSUQ0dmVDZFdEa05ybXdsTWpqRVNEWmRRLXJMUlV3Q29vU2E5RmdLdlJmbVM5OXlGX3FUam5ZajEtM0N3TU9vQ2FudzBjZGhGNXF2RlNJVWF1b2lCSks3Sl85Wm5ybVYtZjZBMktB?oc=5" target="_blank">Now You See Me (CME): Concept-based Model Extraction</a>  <font color="#6f6f6f">Towards Data Science</font>

Generalizable AI predicts immunotherapy outcomes across cancers and treatments
medRxivtech

Generalizable AI predicts immunotherapy outcomes across cancers and treatments

<a href="https://news.google.com/rss/articles/CBMie0FVX3lxTFBHYW5icTZuVDdYb1RrS1dGWTI0V01NOVJ0ZVhwdEZObTVicHdKaGxTS3YwSnBtdTZtYlRDUUIwRjN5UmRSdy1GaXFid21RYzc5eWIxbmlHRFQzSkJOSHhvcmFHZ3RIa3FGbEs2b3AwUXZsYWJPTk1USnNOYw?oc=5" target="_blank">Generalizable AI predicts immunotherapy outcomes across cancers and treatments</a>  <font color="#6f6f6f">medRxiv</font>

Explainable deep learning improves human mental models of self-driving cars
Naturetech

Explainable deep learning improves human mental models of self-driving cars

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFBnN0xTX0xRRV9XUlVEdTRPM2FYOUxIdVk1OW5qY0EycG01dFU2bWxWYkpMQ3g5MjJMZ2xnOUtuZnhTc0hLMTA3dUk3YlFMX3FpNGZ0MkdpSkJDeXBSZWxv?oc=5" target="_blank">Explainable deep learning improves human mental models of self-driving cars</a>  <font color="#6f6f6f">Nature</font>

Predicting Cancer Immunotherapy Response Better with AI Model
Inside Precision Medicinetech

Predicting Cancer Immunotherapy Response Better with AI Model

<a href="https://news.google.com/rss/articles/CBMi0gFBVV95cUxNRGZBSkV2NUlBMloyblN1Zm9qRFlXSHBlZlNMRlJMa2ZkOGtMRXhXREx1QzdCUnB4VWlnVkhJVmFzR1lVVm1PREc4d0hCVl81eDRuLW1tZGdJWkpDWF8wdDF0ejBYWHFnbU1FcEtBSjdRUEZ5MVQtX3d5WG4zRUpnQ2FxYWRhT0ZlLUU1N2RRTVRhdGFGUDFidTVXajE1blJrVzNZYWp1eW9rZ3BBZWM1aUMtdVJaWkt6SHNxbUNpRE9jcC1jMWluQ1B1OEdUSnJwaHc?oc=5" target="_blank">Predicting Cancer Immunotherapy Response Better with AI Model</a>  <font color="#6f6f6f">Inside Precision Medicine</font>

The Next AI Bottleneck Isn’t the Model: It’s the Inference System
Towards Data Sciencetech

The Next AI Bottleneck Isn’t the Model: It’s the Inference System

<a href="https://news.google.com/rss/articles/CBMimgFBVV95cUxPT2hyU21aYWFYeFpJWmJsbEZIdUJoeGg4ekN6NHdBby1rNzR3Qmtha3ZvUGRSR1ZUSzZFeENqZ25hbHlfTUdNcnFNMGc2MUJuYlJyZWdPRWFPeGlrUXQ4X3hMUVdlZ1NtVUkwS1QzMktmamRrVldNQnFuUUFIeWFudkw2UWs5UXA0UmJsYXU5a0xYZ3FESC1kNFNn?oc=5" target="_blank">The Next AI Bottleneck Isn’t the Model: It’s the Inference System</a>  <font color="#6f6f6f">Towards Data Science</font>

Making artificial intelligence more transparent
Naturegeneral

Making artificial intelligence more transparent

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFBlRF9RaUhHMHFpRkFRbTFqTWVvQXV5U0FTU2c2eHpNNXF6N1FSa1VXSFZRcVE2Q2x1MkZ6bDVBWXFGcUdXc200Q0VxZWppSXh0UFFYdmdIZERIejZPNVVB?oc=5" target="_blank">Making artificial intelligence more transparent</a>  <font color="#6f6f6f">Nature</font>

Beyond Points: Spherical Distributional Part Prototypes for Interpretable Classification
alphaXivgeneral

Beyond Points: Spherical Distributional Part Prototypes for Interpretable Classification

<a href="https://news.google.com/rss/articles/CBMiUEFVX3lxTE1oWTVydFNyY2k0cGowazFHNXVqRnRwUU5NVnBGUlFYTGtvdDQtODNWdVdERnAxTXd0MnYtZzd2SXktZnZFVXhYdkliNGRMZmJE?oc=5" target="_blank">Beyond Points: Spherical Distributional Part Prototypes for Interpretable Classification</a>  <font color="#6f6f6f">alphaXiv</font>

Clinical validation of explainable AI for fetal growth scans through multi-level, cross-institutional prospective end-user evaluation
Naturetech

Clinical validation of explainable AI for fetal growth scans through multi-level, cross-institutional prospective end-user evaluation

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE5ROS1kS0xPM0kwOGZOZTlnVFpJRXVfVGJ2eHNBYlZ0RmRUR1gyanNSeTBKZzcxTlM1N09PclZ1cXNLT0U1UW8ycG1LWHE1WEx2dEFQc1A4c1kxeEFhSlJn?oc=5" target="_blank">Clinical validation of explainable AI for fetal growth scans through multi-level, cross-institutional prospective end-user evaluation</a>  <font color="#6f6f6f">Nature</font>

"Concept bottleneck models" — Live Google News Trends & Headlines