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<span style="font-weight: 600;">ICICLE Release 2025-07</span></div>
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The ICICLE team aims to build the next generation Cyberinfrastructure (CI) to render Artificial Intelligence (AI) more accessible to everyone and to drive its democratization further in solving larger societal problems.</div>
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It is with great pleasure that we announce <b><i>2025-07</i></b> release of ICICLE CI components.</div>
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This release includes the following components:</div>
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<span style="font-weight: 600;">New to ICICLE CI Catalog</span></div>
<div style="direction: ltr; text-align: left; text-indent: 0px; line-height: 1.25; margin: 24px 0px 16px; padding-bottom: 0.3em; border-bottom: 1px solid rgba(255, 255, 255, 0.18); font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" class="elementToProof" id="x_x_intelligent-cyberinfrastructure">
<span style="font-weight: 600;">Intelligent Cyberinfrastructure</span></div>
<div style="direction: ltr; text-align: left; text-indent: 0px; line-height: 1.25; margin: 24px 0px 16px; font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" class="elementToProof" id="x_x_ai-for-ci">
<span style="font-weight: 600;">AI-for-CI</span></div>
<ul style="direction: ltr; text-align: left; margin-top: 0px; margin-bottom: 0.7em;" data-line="12">
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
<div style="direction: ltr; margin: 0px 0px 0.7em;" role="presentation"><b><a style="margin: 0px;" data-auth="NotApplicable" data-href="https://github.com/Data-to-Insight-Center/faf-frontend-ICICLE" title="https://github.com/Data-to-Insight-Center/faf-frontend-ICICLE" class="x_x_OWAAutoLink" id="OWA05e4446f-c056-118f-6fe7-d4e76a97169a" href="https://github.com/Data-to-Insight-Center/faf-frontend-ICICLE">Angular
Frontend for the Freight Analysis Framework v0.1.0</a></b></div>
</li><ul style="direction: ltr; margin-top: 0px; margin-bottom: 0.7em;" data-line="13">
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
An Angular frontend for visualizing freight transportation data from the US Freight Analysis Framework.</li><li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
<div style="margin: 0px;" role="presentation"><a style="margin: 0px;" data-auth="NotApplicable" data-href="https://faffrontend.pods.icicleai.tapis.io/" title="https://faffrontend.pods.icicleai.tapis.io/" class="x_x_OWAAutoLink" id="OWA7057d4dc-0900-0cf1-1a0c-16a84597b381" href="https://faffrontend.pods.icicleai.tapis.io/">Deployed
and running on Tapis Pods.</a></div>
</li></ul>
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
<div style="direction: ltr; margin: 0px 0px 0.7em;" role="presentation"><b><a style="margin: 0px;" data-auth="NotApplicable" data-href="https://github.com/Data-to-Insight-Center/faf-api-ICICLE" title="https://github.com/Data-to-Insight-Center/faf-api-ICICLE" class="x_x_OWAAutoLink" id="OWAd40b0313-0ca2-0634-2d8f-edc5d907fa08" href="https://github.com/Data-to-Insight-Center/faf-api-ICICLE">API
Access to the Freight Analysis Framework Dataset v0.1.0</a></b></div>
</li><ul style="direction: ltr; margin-top: 0px; margin-bottom: 0.7em;" data-line="17">
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
REST APIs that provide access to freight transportation data from the US Freight Analysis Framework, using a MySQL database.</li><li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
<a style="margin: 0px;" data-auth="NotApplicable" data-href="https://fafserver.pods.icicleai.tapis.io/api/schema/swagger-ui/#/" title="https://fafserver.pods.icicleai.tapis.io/api/schema/swagger-ui/#/" class="x_x_OWAAutoLink" id="OWA394fde33-5ae9-ef4e-3147-b7014e26148c" href="https://fafserver.pods.icicleai.tapis.io/api/schema/swagger-ui/#/">Deployed
and running on Tapis Pods.</a></li></ul>
</ul>
<div style="direction: ltr; text-align: left; text-indent: 0px; line-height: 1.25; margin: 24px 0px 16px; font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" class="elementToProof" id="x_x_ai-for-ci-for-ai">
<span style="font-weight: 600;">AI for CI-for-AI</span></div>
<ul style="direction: ltr; text-align: left; margin-top: 0px; margin-bottom: 0.7em;" data-line="21">
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
<b><a style="margin: 0px;" data-auth="NotApplicable" data-href="https://github.com/ICICLE-ai/distributed_training_estimator_of_LLM/tree/main" title="https://github.com/ICICLE-ai/distributed_training_estimator_of_LLM/tree/main" class="x_x_OWAAutoLink" id="OWA3c52a799-996d-3f53-b25a-4065b7a69909" href="https://github.com/ICICLE-ai/distributed_training_estimator_of_LLM/tree/main">LLM
Training Cost Estimator v0.0.1</a></b></li><ul style="direction: ltr; margin-top: 0px; margin-bottom: 0.7em;" data-line="22">
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
Time cost estimator for distributed training of LLMs.</li></ul>
</ul>
<div style="direction: ltr; text-align: left; text-indent: 0px; line-height: 1.25; margin: 24px 0px 16px; padding-bottom: 0.3em; border-bottom: 1px solid rgba(255, 255, 255, 0.18); font-family: Arial, Helvetica, sans-serif; font-size: 14pt; color: rgb(0, 0, 0);" class="elementToProof" id="x_x_use-inspired-science">
<span style="font-weight: 600;">Use Inspired Science</span></div>
<div style="direction: ltr; text-align: left; text-indent: 0px; line-height: 1.25; margin: 24px 0px 16px; font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" class="elementToProof" id="x_x_smart-foodsheds">
<span style="font-weight: 600;">Smart Foodsheds</span></div>
<ul style="direction: ltr; text-align: left; margin-top: 0px; margin-bottom: 0.7em;" data-line="27">
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
<div style="direction: ltr; margin: 0px 0px 0.7em;" role="presentation"><b><a style="margin: 0px;" data-auth="NotApplicable" data-href="https://github.com/ICICLE-ai/organization-sic-classifier-for-smart-foodsheds/tree/main" title="https://github.com/ICICLE-ai/organization-sic-classifier-for-smart-foodsheds/tree/main" class="x_x_OWAAutoLink" id="OWA0e0b6019-64c1-7c3a-62d4-426397d499d3" href="https://github.com/ICICLE-ai/organization-sic-classifier-for-smart-foodsheds/tree/main">Organization
SIC Classifier for SmartFoodsheds v0.0.1</a></b></div>
</li><ul style="direction: ltr; margin-top: 0px; margin-bottom: 0.7em;" data-line="28">
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
A standard Industrial Classification (SIC) code classifier for organizations.</li></ul>
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
<div style="direction: ltr; margin: 0px 0px 0.7em;" role="presentation"><b><a style="margin: 0px;" data-auth="NotApplicable" data-href="https://github.com/ICICLE-ai/FoodWasteWhiz" title="https://github.com/ICICLE-ai/FoodWasteWhiz" class="x_x_OWAAutoLink" id="OWAd1ba22cc-29fd-d935-538b-0ea93844f2b3" href="https://github.com/ICICLE-ai/FoodWasteWhiz">FoodWasteWhiz
v0.1</a></b></div>
</li><ul style="direction: ltr; margin-top: 0px; margin-bottom: 0.7em;" data-line="31">
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
A Streamlit-based chatbot for building and exploring food waste ontologies. It uses LLMs with Retrieval-Augmented Generation (RAG) to answer questions from uploaded PDFs and supports editable feedback stored in a local database.</li></ul>
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
<div style="direction: ltr; margin: 0px 0px 0.7em;" role="presentation"><b><a style="margin: 0px;" data-auth="NotApplicable" data-href="https://github.com/ICICLE-ai/ag_routing_data_generator" title="https://github.com/ICICLE-ai/ag_routing_data_generator" class="x_x_OWAAutoLink" id="OWAa9d06c2a-cd15-41dc-1069-f61c91500fca" href="https://github.com/ICICLE-ai/ag_routing_data_generator">Agricultural
Routing Synthetic Data Generation v0.1.0</a></b></div>
</li><ul style="direction: ltr; margin-top: 0px; margin-bottom: 0.7em;" data-line="34">
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
A python script to generate synthetic location and vehicle data (csv files) for developers and researchers aiming to train ML Models.</li></ul>
</ul>
<div style="direction: ltr; text-align: left; text-indent: 0px; line-height: 1.25; margin: 0px 0px 16px; padding-bottom: 0.3em; border-bottom: 1px solid rgba(255, 255, 255, 0.18); font-family: Arial, Helvetica, sans-serif; font-size: 16pt; color: rgb(0, 0, 0);" class="elementToProof" id="x_x_icicle-ci-components-changelog">
<span style="font-weight: 600;">ICICLE CI Components Changelog</span></div>
<div style="direction: ltr; text-align: left; text-indent: 0px; line-height: 1.25; margin: 24px 0px 16px; padding-bottom: 0.3em; border-bottom: 1px solid rgba(255, 255, 255, 0.18); font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" class="elementToProof" id="x_x_intelligent-cyberinfrastructure-1">
<span style="font-weight: 600;">Intelligent Cyberinfrastructure</span></div>
<div style="direction: ltr; text-align: left; text-indent: 0px; line-height: 1.25; margin: 24px 0px 16px; font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" class="elementToProof" id="x_x_ai-foundations">
<span style="font-weight: 600;">AI Foundations</span></div>
<ul style="direction: ltr; text-align: left; margin-top: 0px; margin-bottom: 0.7em;" data-line="40">
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
<div style="direction: ltr; margin: 0px 0px 0.7em;" role="presentation"><b><a style="margin: 0px;" data-auth="NotApplicable" data-href="https://github.com/Data-to-Insight-Center/patra-toolkit/tree/v0.2.0" title="https://github.com/Data-to-Insight-Center/patra-toolkit/tree/v0.2.0" class="x_x_OWAAutoLink" id="OWA4c28c76b-ad4f-efd8-5347-1414614d0eb2" href="https://github.com/Data-to-Insight-Center/patra-toolkit/tree/v0.2.0">Patra
Model Card Toolkit v0.2.0</a></b></div>
</li><ul style="direction: ltr; margin-top: 0px; margin-bottom: 0.7em;" data-line="41">
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
Models in Patra are accessed by querying their model cards, which provide metadata and references. The actual model files are stored and managed externally.</li><li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
Patra includes an interoperability layer that enables seamless integration with external platforms such as Hugging Face and GitHub, allowing users to upload, retrieve, or link models across these services.</li><li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
Upgraded schema validation and error messages for clarity.</li><li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
Robust schema validation messages with detailed logging of JSONSchema errors.</li></ul>
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
<div style="direction: ltr; margin: 0px 0px 0.7em;" role="presentation"><b><a style="margin: 0px;" data-auth="NotApplicable" data-href="https://github.com/Data-to-Insight-Center/patra-kg/tree/v0.2.0" title="https://github.com/Data-to-Insight-Center/patra-kg/tree/v0.2.0" class="x_x_OWAAutoLink" id="OWA73beb391-1f39-2ca0-6a7c-5e2d59a28a74" href="https://github.com/Data-to-Insight-Center/patra-kg/tree/v0.2.0">Patra
Model Card Knowledge Graph v0.2.0</a></b></div>
</li><ul style="direction: ltr; margin-top: 0px; margin-bottom: 0.7em;" data-line="47">
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
Adds API Endpoints for retrieving GitHub and HuggingFace username and token</li><li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
Provides model card linkset relations in the HTTP Link header for improved discoverability and interoperability.</li><li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
Integration guides for OpenAI, Hugging Face, and GitHub.</li></ul>
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
<div style="direction: ltr; margin: 0px 0px 0.7em;" role="presentation"><b><a style="margin: 0px;" data-auth="NotApplicable" data-href="https://github.com/ICICLE-ai/ScienceAgentInterface" title="https://github.com/ICICLE-ai/ScienceAgentInterface" class="x_x_OWAAutoLink" id="OWAbbbf6e69-2df5-7e7d-748e-01222dd03d45" href="https://github.com/ICICLE-ai/ScienceAgentInterface">Science
Agents v1.0</a></b></div>
</li><ul style="direction: ltr; margin-top: 0px; margin-bottom: 0.7em;" data-line="53">
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
Supports graphical user interface.</li></ul>
</ul>
<div style="direction: ltr; text-align: left; text-indent: 0px; line-height: 1.25; margin: 24px 0px 16px; font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" class="elementToProof" id="x_x_ai-for-ci-for-ai-1">
<span style="font-weight: 600;">AI for CI-for-AI</span></div>
<ul style="direction: ltr; text-align: left; margin-top: 0px; margin-bottom: 0.7em;" data-line="56">
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
<b><a style="margin: 0px;" data-auth="NotApplicable" data-href="https://github.com/ICICLE-ai/ArrayMorph/tree/main%5D(https://github.com/Data-to-Insight-Center/cyberinfrastructure-knowledge-network)" title="https://github.com/ICICLE-ai/ArrayMorph/tree/main%5D(https://github.com/Data-to-Insight-Center/cyberinfrastructure-knowledge-network)" class="x_x_OWAAutoLink" id="OWA6f3aa15a-29ba-4853-0143-be2c3d44f7e3" href="https://github.com/ICICLE-ai/ArrayMorph/tree/main%5D(https://github.com/Data-to-Insight-Center/cyberinfrastructure-knowledge-network)">Cyberinfrastructure
Knowledge Network (CKN) v0.2.0</a></b></li><ul style="direction: ltr; margin-top: 0px; margin-bottom: 0.7em;" data-line="57">
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
New plugin ckn-mqtt-cameratraps: MQTT-based camera trap ingestion plugin for edge event and image streaming. Enables scalable, decoupled data collection from edge devices. (ICICLE)</li><li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
New plugin experiment-alerts: Automated experiment monitoring and alerting plugin. Detects low-accuracy experiments and publishes alerts to Kafka for downstream workflows. (ICICLE)</li><li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
New plugin ckn_inference_daemon: Edge inference research plugin implementing FastAPI-based serving and model management. Intended for prototyping and experimentation. (Research / Experimental)</li><li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
Added comprehensive documentation for new plugins and event topics (docs/topics.md), plugin usage, and deployment.</li><li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
Introduced additional Neo4j indexes to improve query and analytics performance.</li><li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
Improved experiment completion detection and ensured robust accuracy reporting in monitoring and alerting workflows.</li><li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
Minor bug fixes, typo corrections, and formatting improvements throughout documentation and example configs.</li></ul>
</ul>
<div style="direction: ltr; text-align: left; text-indent: 0px; line-height: 1.25; margin: 24px 0px 16px; font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" class="elementToProof" id="x_x_software-architecture-and-design">
<span style="font-weight: 600;">Software Architecture and Design</span></div>
<ul style="direction: ltr; text-align: left; margin-top: 0px; margin-bottom: 0.7em;" data-line="66">
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
<b><a style="margin: 0px;" data-auth="NotApplicable" data-href="https://componentcatalog.pods.icicleai.tapis.io/" title="https://componentcatalog.pods.icicleai.tapis.io/" class="x_x_OWAAutoLink" id="OWA60ceeafc-99aa-b2e7-1b64-52e7aa964068" href="https://componentcatalog.pods.icicleai.tapis.io/">ICICLE
CI Component Catalog v0.2.0</a></b></li><ul style="direction: ltr; margin-top: 0px; margin-bottom: 0.7em;" data-line="67">
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
Supports interactive graphical view for ICICLE's software release.</li><li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
Bug fixes.</li></ul>
</ul>
<div style="direction: ltr; text-align: left; text-indent: 0px; line-height: 1.25; margin: 24px 0px 16px; padding-bottom: 0.3em; border-bottom: 1px solid rgba(255, 255, 255, 0.18); font-family: Arial, Helvetica, sans-serif; font-size: 14pt; color: rgb(0, 0, 0);" class="elementToProof" id="x_x_use-inspired-science-1">
<span style="font-weight: 600;">Use Inspired Science</span></div>
<div style="direction: ltr; text-align: left; text-indent: 0px; line-height: 1.25; margin: 24px 0px 16px; font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" class="elementToProof" id="x_x_animal-ecology">
<span style="font-weight: 600;">Animal Ecology</span></div>
<ul style="direction: ltr; text-align: left; margin-top: 0px; margin-bottom: 0.7em;" data-line="73">
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
<b><a style="margin: 0px;" data-auth="NotApplicable" data-href="https://github.com/tapis-project/camera-traps" title="https://github.com/tapis-project/camera-traps" class="x_x_OWAAutoLink" id="OWA528445e3-fd14-8320-7f9a-66e9fe9e5139" href="https://github.com/tapis-project/camera-traps">Camera
Traps Edge Simulator v0.5.0</a></b></li><ul style="direction: ltr; margin-top: 0px; margin-bottom: 0.7em;" data-line="74">
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
Expands the camera-traps application with a new functional mode, referred to as demo mode. Unlike the original simulation mode, when operated in demo mode, the software relies on a real camera mounted and accessible as a Linux device. It uses motion detection
to drive the camera and generate new images.</li><li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
<div style="margin: 0px;" role="presentation">When running in demo mode, the software has support for detecting a specific object and notifying a downstream process via an MQTT message. In particular, this approach supports integrations with drones which can
fly to a particular camera that has spotted an object of interest.</div>
</li></ul>
</ul>
<div style="direction: ltr; text-align: left; text-indent: 0px; line-height: 1.25; margin: 24px 0px 16px; font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);" class="elementToProof" id="x_digital-agriculture">
<span style="font-weight: 600;">Digital Agriculture</span></div>
<ul style="direction: ltr; text-align: left; margin-top: 0px; margin-bottom: 0.7em;" data-line="78">
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
<b><a style="margin: 0px;" data-auth="NotApplicable" data-href="https://icicleai.tapis.io/#/harvest" title="https://icicleai.tapis.io/#/harvest" class="x_OWAAutoLink" id="OWA3e23cf42-a36f-6bd7-d57a-81d9ce0efa2e" href="https://icicleai.tapis.io/#/harvest">HARVEST
v1.0</a></b></li><ul style="direction: ltr; margin-top: 0px; margin-bottom: 0.7em;" data-line="79">
<li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
Moved from local system calls to Tapis based submission/authentication</li><li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
Fully static url for service</li><li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
Enhanced Labeler based on community feed back</li><li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
Added ability to upload json of image labels instead of requiring labeler usage</li><li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
Fixes various visual bugs</li><li style="font-family: Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); direction: ltr;">
Fixes preprocessing/visualization input file errors</li></ul>
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The ICICLE team is committed to delivering the best software and CI components. We welcome your feedback and suggestions for future releases. A list of all ICICLE components can be found on our website under
<a style="margin: 0px;" data-auth="NotApplicable" data-href="https://icicle.ai/cyberinfrastructure/software" title="https://icicle.ai/cyberinfrastructure/software" class="x_x_OWAAutoLink" id="OWA097c76a9-db0a-3b2a-a3ae-158cf848d6ea" href="https://icicle.ai/cyberinfrastructure/software">
CI & Software</a></div>
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Please subscribe to <a style="margin: 0px;" data-auth="NotApplicable" data-href="https://lists.osu.edu/mailman/listinfo/icicle-discuss" title="https://lists.osu.edu/mailman/listinfo/icicle-discuss" class="x_x_OWAAutoLink" id="OWA364dd332-b07b-b296-ee95-9c8abbad71a5" href="https://lists.osu.edu/mailman/listinfo/icicle-discuss">
icicle-discuss</a> and post to discuss all installation/build problems, performance issues, features and other miscellaneous questions related to the different software and CI components of the ICICLE project. You are welcome to post patches and enhancements
to the released components.</div>
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icicle-announce</a> to stay up to date on the latest ICICLE news and releases.</div>
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<span style="font-weight: 600;">Acknowledgements</span></div>
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<i>This release is brought to you by the National Science Foundation (NSF) funded AI institute for Intelligent Cyberinfrastructure with Computational Learning in the Environment (ICICLE) (OAC 2112606)</i></div>
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