https://www.imjustageek.com/blog daily 1.0 2026-01-27 https://www.imjustageek.com/blog/looking-at-structural-breaks-in-the-crypto-market-after-trumps-tariff-announcement monthly 0.5 2026-01-27 https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/6db72f75-24c9-40e5-a719-6545b0e28ac4/figure1.jpg Blog - Crypto Market Rewiring After Trump’s China Tariff Announcement: Evidence from Transfer Entropy Networks - Make it stand out Figure 1. Visualization of Structure Pre and Post Break https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/ac7c78cd-9b2b-4b23-bc85-de027f06c14f/figure2.jpg Blog - Crypto Market Rewiring After Trump’s China Tariff Announcement: Evidence from Transfer Entropy Networks - Make it stand out Figure 2. Network Metrics Pre and Post Break https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/0ec68d01-383b-4e36-81f8-6ff54bcd050d/table1.jpg Blog - Crypto Market Rewiring After Trump’s China Tariff Announcement: Evidence from Transfer Entropy Networks - Make it stand out Table 1. Significance of the metric differences. https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/7e789066-1df8-422e-a3ae-11762631d944/figure3.jpg Blog - Crypto Market Rewiring After Trump’s China Tariff Announcement: Evidence from Transfer Entropy Networks - Make it stand out Figure 3. Distribution of Network Metrics before and after the break. https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/8c80a230-1eab-4204-920f-216fd4e21566/figure4.jpg Blog - Crypto Market Rewiring After Trump’s China Tariff Announcement: Evidence from Transfer Entropy Networks - Make it stand out Figure 4. Leading Indicators before the event. https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/bcae4886-646b-48b1-9fef-e5a18a4084ca/figure5.jpg Blog - Crypto Market Rewiring After Trump’s China Tariff Announcement: Evidence from Transfer Entropy Networks - Make it stand out Figure 5. Degree Distributions: Pre-Break vs Post-Break. https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/40184d71-ad81-4b76-8cb3-da95309f4a91/table2a.jpg Blog - Crypto Market Rewiring After Trump’s China Tariff Announcement: Evidence from Transfer Entropy Networks - Make it stand out Table 2. Power Law Exponent Measurments https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/ef737834-f294-4078-9c69-13045b495a88/table2.jpg Blog - Crypto Market Rewiring After Trump’s China Tariff Announcement: Evidence from Transfer Entropy Networks - Make it stand out Table 3: Full Model Performance: Baseline Features vs Full Features (Including Graph Metrics) https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/08b554a9-031a-4bf4-9abe-6b07158a8b02/figure6.jpg Blog - Crypto Market Rewiring After Trump’s China Tariff Announcement: Evidence from Transfer Entropy Networks - Make it stand out Figure 6. Feature Immportance https://www.imjustageek.com/blog/revisit-analyzing-the-stock-market-with-transfer-entropy-graphs monthly 0.5 2025-08-13 https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/5f2e058a-29dc-40ad-be41-e7ddd5ea5cb3/tegraph.jpg Blog - Revisit: Analyzing the Stock Market with Transfer Entropy Graphs - Make it stand out A Small Transfer Entropy Graph https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/8219030b-2cc8-4574-8b09-6b774b7f682b/perdayenergy.png Blog - Revisit: Analyzing the Stock Market with Transfer Entropy Graphs - Make it stand out Histogram of Per day adjusted R2 fits. Lines are where the median lies. https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/64f35d44-d5cb-491f-a9db-83ce3fdc32d8/perdaytech.png Blog - Revisit: Analyzing the Stock Market with Transfer Entropy Graphs - Make it stand out Histogram of Per day adjusted R2 fits. Lines are where the median lies. https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/a0940789-6cd9-49b1-8d79-8b8da67c8753/linearbase.png Blog - Revisit: Analyzing the Stock Market with Transfer Entropy Graphs - Make it stand out The Linear Regression of the Base Features to the Target Feature https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/89481e93-a93a-486d-aea5-bb36eea9b26e/linearenergy.png Blog - Revisit: Analyzing the Stock Market with Transfer Entropy Graphs - Make it stand out The Linear Regression of All Features to the Target Feature https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/276e7ccf-d114-465c-9776-bc2c241807c1/lineartechbase.png Blog - Revisit: Analyzing the Stock Market with Transfer Entropy Graphs - Make it stand out The Linear Regression of the Base Features to the Target Feature https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/f7121108-de9a-4696-bbf4-4067228fbbf8/lineartech.png Blog - Revisit: Analyzing the Stock Market with Transfer Entropy Graphs - Make it stand out The Linear Regression of All Features to the Target Feature https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/72e5c479-892b-4200-9d64-79be7b0f5810/energyindtest.png Blog - Revisit: Analyzing the Stock Market with Transfer Entropy Graphs - Make it stand out Histogram of Test Sample Errors https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/e0d754d8-13ff-4600-b7fc-d2416d090b55/techindtest.png Blog - Revisit: Analyzing the Stock Market with Transfer Entropy Graphs - Make it stand out Histogram of Test Sample Errors https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/65ff451f-38e1-44e6-8485-e5a4f8874fae/energyclassifier.jpg Blog - Revisit: Analyzing the Stock Market with Transfer Entropy Graphs - Make it stand out Left: Full Model, Right: Base Model https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/cf24d0a7-7569-445f-96df-b78d41a4ba05/techclassifier.jpg Blog - Revisit: Analyzing the Stock Market with Transfer Entropy Graphs - Make it stand out Left: Full Model, Right: Base Model https://www.imjustageek.com/blog/using-static-code-metrics-to-model-llm-test-creation-ability monthly 0.5 2025-02-03 https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/625b24fb-d20e-49c6-a9a4-8b9dacfd8c5a/systemdesign.jpg Blog - Using Static Code Metrics to Model LLM Test Creation Ability - Make it stand out Figure 1. System Design https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/784759ae-039e-4473-bffa-d000a01c21d1/table1.jpg Blog - Using Static Code Metrics to Model LLM Test Creation Ability - Make it stand out Table 1. Static Metrics With High Correlation to Successful Test Generation (The ck Github has detailed descriptions of the metrics) https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/dbab7893-cf2b-4696-8d7e-0b79dad5bce0/table2.jpg Blog - Using Static Code Metrics to Model LLM Test Creation Ability - Make it stand out Table 2. Number of Wins for Each Model in Each Coverage Metric https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/c40c3efa-c1b8-47f6-a3d3-490da039310b/table3.jpg Blog - Using Static Code Metrics to Model LLM Test Creation Ability - Make it stand out Table 3. Static Metrics With High Correlation to Test Coverage https://www.imjustageek.com/blog/using-reinforced-learning-to-create-efficient-random-tests monthly 0.5 2024-09-03 https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/6ecf7365-4600-433d-83cc-d47b5f0c9ebc/1.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 1: The High Level Idea Behind a Smart Agent. Red == Not Covered, Green == Covered https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/f818b4aa-2b7f-46e7-b7a5-38d98c42b043/2.jpeg Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 2: Top Level Diagram of an Agent https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/835e9644-78d4-4854-9019-d74d1e8db5f0/3.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 3: The Top Level C++ Verilator Bench (From Data Cache) https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/2f43f9ca-886f-4b42-94ac-aec0bc29cd25/4.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 4: Inside an Agent https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/0e3fad31-bf04-42be-bb71-e016636f5801/5.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 5: The Main Training Loop (Hardware Agnostic) https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/c68096e3-abb0-4c1d-b3e4-fe739e448db9/6.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 6: The Environment (Data Cache) https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/319ec43e-4af1-4669-85fd-f66b0985518f/7.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 7: The Agent (Hardware Agnostic) https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/7852e979-d422-40a5-b29f-9fd53b39b422/8.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 8: The Policy (Hardware Agnostic) https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/35c53388-e148-43f2-bc88-37471f288cce/9.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 9: Running Verilator (Hardware Agnostic) https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/13c59eeb-9cdf-4369-b889-39db8ec45a1c/10.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 10: Reading Coverage (Hardware Agnostic) https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/0ebaf7a1-3b81-4e45-8463-65ed15eab792/11.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 11: Start the Learning (Data Cache) https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/75e326e8-02b1-4de2-ba1e-2f337b6d77f6/12.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 12: Training Results of BTB https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/6ad2d313-acc1-416b-b18e-0fbe03472fb5/13.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 13: Per Test Results of BTB https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/618ba070-718d-4c11-a02c-2b4ca103bf6b/14.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 14: Inner Test Coverage for BTB https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/dfe68f77-0fea-4468-9ca3-7782ca7e2734/15.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 15: Training Results of ICache https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/d42660d0-0df2-4e12-a8cd-a51c9ce8a46a/16.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 16: Per Test Results of ICache https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/6ae5dd9d-c65b-42f1-b7d2-f8a02a399c21/17.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 17: Coverage over Time for ICache https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/a4ef65d0-d7c9-423a-bf73-9ffb83fc7ad0/18.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 18: Training Results for First DCache Experiment https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/64fd4f95-a3db-4ce5-9a9a-90e40fbf7f04/19.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 19: The Converging Average Coverpoints per Test https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/5a8019e5-4b4b-4a6d-ab6a-8a96f0741fad/20.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 20: Coverage over Time for DCache https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/4f172f70-ce96-49cd-9cfe-0353b4aaf72b/21.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 21: Inner Test Coverage for DCache. https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/8b9353c8-cf38-4aac-a5f7-a98be669373c/22.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 22: Training Results for Second DCache Experiment https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/a1d4066f-c6ab-41bc-8a4b-4959daa718f6/23.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 23: The Converging Average Coverpoints per Test https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/a909b672-0f7d-4399-baa4-80d9f7e7eb54/24.png Blog - Using Reinforced Learning to Create Efficient Random Tests - Make it stand out Figure 24: Coverage over Time for DCache https://www.imjustageek.com/blog/lambda-set-a-collection-of-representative-graphs-for-benchmarking monthly 0.5 2024-06-03 https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/db578a5e-1445-4473-9c9b-e124838ae84f/networks.png Blog - Lambda Set: A collection of representative graphs for benchmarking. - Make it stand out Figure from “Optimization in complex networks” showing how graph structure changes as this ratio (lambda) is swept from 0 to 1. A being exponential, B being scale free, and C being star. https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/5aef0fba-25ed-4c12-9357-9c8bc0c8df90/table1.PNG Blog - Lambda Set: A collection of representative graphs for benchmarking. - Make it stand out TABLE 1. REAL-WORLD GRAPHS FROM SNAP [6] https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/f000a0fc-340a-4488-bc09-9284c1c41dd7/table2.PNG Blog - Lambda Set: A collection of representative graphs for benchmarking. - Make it stand out TABLE 2. OPENGRAPH BENCHMARK PARAMETERS https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/68596c66-d974-4a5b-bfbf-60311e37cd38/figureA.PNG Blog - Lambda Set: A collection of representative graphs for benchmarking. - Make it stand out Figure A. Example Generated Graphs. https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/dee121d8-d374-4262-8a48-dd5ed9a04cb0/figure1.PNG Blog - Lambda Set: A collection of representative graphs for benchmarking. - Make it stand out Figure 1. Generated Graphs in PCA Space with Respect to Lambda Ranges https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1814f1ec-81cb-4907-a60d-fb10338406c3/figure2.PNG Blog - Lambda Set: A collection of representative graphs for benchmarking. - Make it stand out Figure 2. Real-World Graphs compared to Generated Graphs in PCA Space https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/42e24fe2-cc03-4a1a-81b1-24277f23ee31/figure3.PNG Blog - Lambda Set: A collection of representative graphs for benchmarking. - Make it stand out Figure 3. Linear Correlation of Performance verses Distance in PCA Space https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/6a8315b3-5888-4e9c-a44c-121a1a2c6a32/figure4.PNG Blog - Lambda Set: A collection of representative graphs for benchmarking. - Make it stand out Figure 4 . k-Means Clustering and Selection of Final Ten Lambda Set Graphs https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/f222b3bc-0153-450a-aa46-10f4a1c4651e/figure5.PNG Blog - Lambda Set: A collection of representative graphs for benchmarking. - Make it stand out Figure 5. Dendrogram of Lambda Graph Hierarchical Clustering https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/8666ac22-d78f-4cce-8808-3bee0c82854d/figure6.PNG Blog - Lambda Set: A collection of representative graphs for benchmarking. - Make it stand out Figure 6. Performance Correlation of Selected Lambda Set Graph to Real-world Graph https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/c828c38b-358f-45a0-ac3c-7ee0ad059967/figure7.PNG Blog - Lambda Set: A collection of representative graphs for benchmarking. - Make it stand out Figure 7. Workload runtime on Selected Graph verses stanford graph. https://www.imjustageek.com/blog/o8oojuocfz1ksnbd8x74wjeeykezgk monthly 0.5 2024-03-30 https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/c0a53312-d0be-4262-9fe8-cfd5ac94084e/figure1.png Blog - Leveraging Binary Neural Networks for Efficient Malware Detection - Make it stand out Figure 1. System Diagram https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/16ef8503-e2ce-45fd-b45f-c36be5f0b7dc/table1.png Blog - Leveraging Binary Neural Networks for Efficient Malware Detection - Make it stand out Table 1. CIC-IDS2017 Datasets https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/931b8153-ba76-44f7-ae4f-33ce5c129527/table2.png Blog - Leveraging Binary Neural Networks for Efficient Malware Detection - Make it stand out Table 2. Binary Neural Net Layers https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/0c1d9bc4-cc37-4302-ab45-90a2fc419abe/table3.png Blog - Leveraging Binary Neural Networks for Efficient Malware Detection - Make it stand out Table 3. Feature Set Characteristics https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/69a914be-49d5-4f8b-af13-1e870222b992/table4.png Blog - Leveraging Binary Neural Networks for Efficient Malware Detection - Make it stand out Table 4. Method 1 Training Results Across Feature Sets https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/8c41288f-a225-4ec9-ad1a-06c44c39db53/figure2.png Blog - Leveraging Binary Neural Networks for Efficient Malware Detection - Make it stand out Figure 2. AUC verses Epoch for Method 1 https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/0f8fd1fd-5c6e-4cdf-85ef-b3a7a6f9e2c8/figure3.png Blog - Leveraging Binary Neural Networks for Efficient Malware Detection - Make it stand out Figure 3. False Negative Verses Thresh. for Test Attack https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/4d0903bc-c173-4c4d-8f47-9419189b4afb/figure4.png Blog - Leveraging Binary Neural Networks for Efficient Malware Detection - Make it stand out Figure 4. False Negative Verses Thresh. for Trained Attacks https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/fbb67c89-6cdb-4b62-90fb-a93d248bcbc7/table5.png Blog - Leveraging Binary Neural Networks for Efficient Malware Detection - Make it stand out Table 5. Method 1 Filter Rate and False Negatives https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/a9ee81df-9676-44d8-a0c2-e6d51a67cad9/table6.png Blog - Leveraging Binary Neural Networks for Efficient Malware Detection - Make it stand out Table 6. Method 2 Training Results Across Feature Sets https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/4bf89540-a6e1-45af-8fec-4ac513797b18/figure5.png Blog - Leveraging Binary Neural Networks for Efficient Malware Detection - Make it stand out Figure 5. AUC verses Epoch for Method 2 https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/85660c27-7b57-444e-ba97-9fff78a3cb69/figure6.png Blog - Leveraging Binary Neural Networks for Efficient Malware Detection - Make it stand out Figure 6. False Negative Verses Thresh. for Test Attack https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/2f1d664b-5a01-48e8-846f-f1114849166f/figure7.png Blog - Leveraging Binary Neural Networks for Efficient Malware Detection - Make it stand out Figure 7. False Negative Verses Thresh. for Trained Attacks https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/7d4b48dc-1a7f-4f24-b0e3-19cdc948d2fc/table7.png Blog - Leveraging Binary Neural Networks for Efficient Malware Detection - Make it stand out Table 7. Method 2 Filter Rate and False Negatives https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/bbe70825-d115-4be6-af5f-fa69cfe213d9/table8.png Blog - Leveraging Binary Neural Networks for Efficient Malware Detection - Make it stand out Table 8. Comparison to CIC-IDS2017 and Other Models https://www.imjustageek.com/blog/using-q-reinforced-learning-to-generate-digital-logic monthly 0.5 2023-11-15 https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/31d0499d-4a66-4f8f-9d50-414b6e89ca01/Screenshot+2023-11-12+170022.png Blog - Using Q-Reinforced Learning to Generate Digital Logic - Make it stand out Figure 1. Loop of Q Reinforced Learning https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/a31cceee-0119-48a7-b22c-f5a251e5bdd4/Screenshot+2023-11-12+170120.png Blog - Using Q-Reinforced Learning to Generate Digital Logic - Make it stand out Figure 2. Microarchitectural View of the Switch https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/00cc2917-5574-4982-82f3-e31120272444/Screenshot+2023-11-12+172140.png Blog - Using Q-Reinforced Learning to Generate Digital Logic - Make it stand out Figure 3. 20/20 Switch Results https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/06d4ea2e-fb79-4779-b073-3d160c3977e6/Screenshot+2023-11-12+172828.png Blog - Using Q-Reinforced Learning to Generate Digital Logic - Make it stand out Figure 4. Score as Rounds Progress https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/568d4b1b-7919-4cc2-912a-74abbe26da7c/states2.png Blog - Using Q-Reinforced Learning to Generate Digital Logic - Make it stand out Figure 5. States visited for specific windows of training. https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1e6ec208-f198-4aa4-bf38-104ab3e6f110/states.png Blog - Using Q-Reinforced Learning to Generate Digital Logic - Make it stand out Figure 6. Example of Rows not visited inside table. https://www.imjustageek.com/blog/using-causation-networks-to-predict-future-network-robustness monthly 0.5 2023-08-09 https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/03860535-dc99-480e-852f-8eb59f0d64cc/Screenshot+2023-08-06+172526.png Blog - Using Financial Networks to Predict Stock Market Volatility - Make it stand out Figure 1. Small Example Network https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/96528f81-6982-473a-8364-787e2d0942f3/data_collection.png Blog - Using Financial Networks to Predict Stock Market Volatility - Make it stand out Figure 2. Data Partitioning Diagram https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/78dfb2f7-f441-4b38-9661-5f0e0034ec1e/Picture2.png Blog - Using Financial Networks to Predict Stock Market Volatility - Make it stand out Figure 3. Transfer Entropy Calculation [10] https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/4e587ec6-5ed0-4cff-b93c-9513079f6051/Picture1.png Blog - Using Financial Networks to Predict Stock Market Volatility - Make it stand out Figure 4. Transfer Entropy Simplified [1] https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/097dc5e3-b5df-406e-b276-5f131f599f12/Screenshot+2023-08-06+172105.png Blog - Using Financial Networks to Predict Stock Market Volatility - Make it stand out Figure 5. k Calculation Results https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/22854d6a-0d86-496b-a718-a240919afd88/Screenshot+2023-08-06+172130.png Blog - Using Financial Networks to Predict Stock Market Volatility - Make it stand out Figure 6. PDF for the Network Pre-Filter (Left) and Post-Filter (Right) https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/d6baf757-e51a-470c-856f-1258a786449d/Screenshot+2023-08-06+172727.png Blog - Using Financial Networks to Predict Stock Market Volatility - Make it stand out Figure 7. Example Transfer Entropy Network https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/2562304e-a10d-4679-a0b5-cb913cdf8e96/trial.png Blog - Using Financial Networks to Predict Stock Market Volatility - Make it stand out Figure 8. A single trail of the algorithm. https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/4875f44f-adbd-49f6-b3da-8268bd1115b0/singleEvent.png Blog - Using Financial Networks to Predict Stock Market Volatility - Make it stand out Figure 9. Table Value to Future Volatility Graph https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/f536bfa5-32ed-4a82-8538-7b6fba8ff0ae/sets.png Blog - Using Financial Networks to Predict Stock Market Volatility - Make it stand out Figure 10. Visualization of how companies are split into sets. https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/45cf314d-66b0-4c51-bb32-cd288217b8bc/1p6_to_10_threshold.png Blog - Using Financial Networks to Predict Stock Market Volatility - Make it stand out Figure 11. Optimization of the selection threshold. https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/bced5796-f216-4423-931b-59db4aaf68c3/optgrid.png Blog - Using Financial Networks to Predict Stock Market Volatility - Make it stand out Figure 12. Optimization of the number of Trials https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/99b46daf-b19b-4808-bf80-6acc777c7c47/1d1.png Blog - Using Financial Networks to Predict Stock Market Volatility - Make it stand out Figure 13. Probability of future volatility using selection criteria (Blue) verses Random Selection (Orange) https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/ecbe15e6-e60b-48c6-a6a7-f5ffd0ea0c5d/1d3.png Blog - Using Financial Networks to Predict Stock Market Volatility - Make it stand out Figure 14. Distribution of future volatility seen in selected companies (Blue) verses non-selected companies (Orange) https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/64c7246f-3542-4452-b6cf-4ccf745a6539/1w1.png Blog - Using Financial Networks to Predict Stock Market Volatility - Make it stand out Figure 15. Probability of future volatility using selection criteria (Blue) verses Random Selection (Orange) https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/c4cea60d-74b1-49d0-8146-1b9fd82ad90d/1w3.png Blog - Using Financial Networks to Predict Stock Market Volatility - Make it stand out Figure 16. Distribution of future volatility seen in selected companies (Blue) verses non-selected companies (Orange) https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/a5029cc6-dfe2-408f-98e0-b128c22fa75d/modified_multiweek_pct.png Blog - Using Financial Networks to Predict Stock Market Volatility - Make it stand out Figure 17. Probability of future volatility using selection criteria minus random selection (Blue) and random selection of other low current volatility (Orange) https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/56518054-a640-4429-83bf-dc1669f6263f/modified_multiweek_sig.png Blog - Using Financial Networks to Predict Stock Market Volatility - Make it stand out Figure 18. Significance of the Selected populations future volatility being greater than the non-selected population. https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/69d4c9a0-19eb-4b11-819f-c1cd77c916cb/Screenshot+2023-08-06+173046.png Blog - Using Financial Networks to Predict Stock Market Volatility - Make it stand out Figure 19. Significant events seen verses significance of results. https://www.imjustageek.com/blog/architectural-resiliency-of-gnn-algorithms-to-graph-structure monthly 0.5 2023-08-09 https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/65b990a4-8d7d-4a9b-82c5-e1c81a6464e5/figure1.PNG Blog - Architectural Resiliency of GNN Algorithms to Graph Structure - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/796de1a3-9aeb-4e8a-a8e1-17825b4b7479/figure3.PNG Blog - Architectural Resiliency of GNN Algorithms to Graph Structure - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/ff4a21c9-4018-4da8-a821-c4dc3760bb36/algo1.PNG Blog - Architectural Resiliency of GNN Algorithms to Graph Structure - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/c9da9ece-84aa-46e5-bdbe-9be3a733c14e/figure2.PNG Blog - 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Launch of catchfire.finance! - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.imjustageek.com/blog/using-autoencoder-neural-nets-to-compress-andor-upscale-video monthly 0.5 2021-03-25 https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616275213485-RKW7YEPCYFYV8A9T4Z9B/Autoencoder_structure.png Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video From Chervinskii on Wikipedia https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616630344800-5HEFYY1757H3M72WT5HZ/psnr.gif Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video Todd Veldhuizen: https://homepages.inf.ed.ac.uk/rbf/CVonline/LOCAL_COPIES/VELDHUIZEN/node18.html https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616630797401-XW2Z1U8POA1YR0I1ILKN/ssim.jpeg Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video https://medium.com/@datamonsters/ https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616273181079-OK71B1CXEQLEWSZ89NOS/1_loss_hist.png Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video One Input Autoencoder Loss https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616273196835-B1UC51J3UESBR05SSJDT/1_psnr_hist.png Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video One Input Autoencoder PSNR https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616273219327-OPAQQ9HSVH7J199NOHX9/1_ssim_hist.png Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video One Input Autoencoder SSIM https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616715576587-ENN221TLEW9HWU03N4TY/2_skip_act.png Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video For reference the first frame. https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616273311362-39U6TZIXFL8ZCY6N7KQ9/1_y_train_heat.png Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video Actual Difference https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616273334043-LCT9UFJVNAZXPOZUBRHK/1_predit_heat.png Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video Predicted Difference https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616273350827-C1X4JV35UPKXTL5H82JX/1_diff.png Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video Difference between predicted and actual. https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616455297235-7XZCZ83A3G15IB01LWRW/two_input_diagram.png Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616455342830-R5BPIOW01VRI8I7A2BFG/2_loss.png Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video Blue - Single Input , Red - Two Input https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616455356852-5ND1SJ2NHYQX4GR2406L/2_psnr.png Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video Blue - Single Input , Red - Two Input https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616455369113-XY7D7OC0UHHDE0QX0I5U/2_ssim.png Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video Blue - Single Input , Red - Two Input https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616455379660-3B59EAOQHLDBE3TUL6ZT/2_pred_full.png Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video Predicted Frame https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616455442675-H3UL3R6A5MZ9O3OGBMS7/2_act_full.png Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video Actual Frame https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616455494624-J68P9NPWHYTSQHX2E1YW/2_heat_pred.png Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video Predicted https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616455514399-L0Q0FBGSP2NNPHNNFQF9/2_heat_act.png Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video Actual https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616455537654-VQHKLUKB4LX2V72M1HW5/2_heat_diff.png Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video Difference between Predicted and Actual https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616455637723-F2FRKI6MSVKXDK2NX5YZ/one_input_skip.png Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616455857983-VFVA3FHOKTEHDNUPP2CG/1_skip_loss.png Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video Red - Skip Version, Blue - Non-Skip Version https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616455870491-WO0MN7OPYZYBRTPL7QM9/1_skip_psnr.png Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video Red - Skip Version, Blue - Non-Skip Version https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616455882411-LNHSUQTRHNUKUWWSQSNK/1_skip_ssim.png Blog - Using Autoencoder Neural Nets to Compress and/or Upscale Video Red - Skip Version, Blue - Non-Skip Version https://images.squarespace-cdn.com/content/v1/5fd37d1c2f52b145e1a9b1e4/1616456063137-U8B3QSZBEFRQ5H7BT5ET/1_skip_head_pred.png Blog - 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