Evolutionary Giant Tour for CVRP using NSE and ML Heuristic]{Evolutionary Giant Tour approach for CVRP using Node Shift Encoding and Machine Learning repair heuristic
https://arxiv.org/abs/2610.03816
https://arxiv.org/abs/2610.03816
October 7, 2026 at 2:40 AM
Evolutionary Giant Tour for CVRP using NSE and ML Heuristic]{Evolutionary Giant Tour approach for CVRP using Node Shift Encoding and Machine Learning repair heuristic
https://arxiv.org/abs/2610.03816
https://arxiv.org/abs/2610.03816
Souad Abdoune, Menouar Boulif: Evolutionary Giant Tour for CVRP using NSE and ML Heuristic]{Evolutionary Giant Tour approach for CVRP using Node Shift Encoding and Machine Learning repair heu... https://arxiv.org/abs/2610.03816 https://arxiv.org/pdf/2610.03816 https://arxiv.org/html/2610.03816
October 6, 2026 at 6:43 AM
Souad Abdoune, Menouar Boulif: Evolutionary Giant Tour for CVRP using NSE and ML Heuristic]{Evolutionary Giant Tour approach for CVRP using Node Shift Encoding and Machine Learning repair heu... https://arxiv.org/abs/2610.03816 https://arxiv.org/pdf/2610.03816 https://arxiv.org/html/2610.03816
Over time, we’re hoping to add more and more sites in the Colne Valley so that everyone can help us record and monitor the diverse wildlife throughout the CVRP.
#CitizenScience is a fabulous resource that gives joy as well as providing valuable information. Thank you
#biodiversity #wildlife
#CitizenScience is a fabulous resource that gives joy as well as providing valuable information. Thank you
#biodiversity #wildlife
September 21, 2026 at 11:07 AM
Over time, we’re hoping to add more and more sites in the Colne Valley so that everyone can help us record and monitor the diverse wildlife throughout the CVRP.
#CitizenScience is a fabulous resource that gives joy as well as providing valuable information. Thank you
#biodiversity #wildlife
#CitizenScience is a fabulous resource that gives joy as well as providing valuable information. Thank you
#biodiversity #wildlife
Shabir Ahmad Sofi, Bisma Majid, Mir Mohammad Yousuf: APGEM: Adaptive Policy-Guided Error Mitigation for Quantum Reinforcement Learning on a Real-World CVRP Case Study https://arxiv.org/abs/2609.18219 https://arxiv.org/pdf/2609.18219 https://arxiv.org/html/2609.18219
September 17, 2026 at 6:43 AM
Shabir Ahmad Sofi, Bisma Majid, Mir Mohammad Yousuf: APGEM: Adaptive Policy-Guided Error Mitigation for Quantum Reinforcement Learning on a Real-World CVRP Case Study https://arxiv.org/abs/2609.18219 https://arxiv.org/pdf/2609.18219 https://arxiv.org/html/2609.18219
Daniel Ebert, Leonard Weismantel: Improved Approximation for Unsplittable CVRP via a Greedy Approach https://arxiv.org/abs/2609.16910 https://arxiv.org/pdf/2609.16910 https://arxiv.org/html/2609.16910
September 16, 2026 at 6:40 AM
Daniel Ebert, Leonard Weismantel: Improved Approximation for Unsplittable CVRP via a Greedy Approach https://arxiv.org/abs/2609.16910 https://arxiv.org/pdf/2609.16910 https://arxiv.org/html/2609.16910
Section 4.9 of the paper gives 55 CVRP instances. Table 8 shows a state-of-the-art classical heuristic (HGS-CVRP) reaches the optimum for all but one in well under 10 seconds on a single CPU core; the hardest takes minutes.
September 9, 2026 at 1:00 PM
Section 4.9 of the paper gives 55 CVRP instances. Table 8 shows a state-of-the-art classical heuristic (HGS-CVRP) reaches the optimum for all but one in well under 10 seconds on a single CPU core; the hardest takes minutes.
The lack of a co-ordinated approach to managing these, and no plan for restoration of remaining Green Belt, means we are sleepwalking into losing the CVRP. Our campaign urges Government and local councils to seize the opportunity to change how they manage development and the Green Belt.
September 2, 2026 at 5:54 PM
The lack of a co-ordinated approach to managing these, and no plan for restoration of remaining Green Belt, means we are sleepwalking into losing the CVRP. Our campaign urges Government and local councils to seize the opportunity to change how they manage development and the Green Belt.
Hybrid quantum-classical networks reduce model parameters by 56.6% in vehicle routing using quantum encoder bottlenecks, maintaining near-baseline solution quality on CVRP instances while demonstrating practical parameter compression strategies.
#QuantumML #QuantumOptimization #Research
#QuantumML #QuantumOptimization #Research
Hybrid Quantum-Classical Neural Networks for Vehicle Routing Optimization
iq.fp2.dev
September 2, 2026 at 3:45 AM
Hybrid quantum-classical networks reduce model parameters by 56.6% in vehicle routing using quantum encoder bottlenecks, maintaining near-baseline solution quality on CVRP instances while demonstrating practical parameter compression strategies.
#QuantumML #QuantumOptimization #Research
#QuantumML #QuantumOptimization #Research
Гибридные квантово-классические сети сокращают параметры модели на 56,6% при маршрутизации транспорта, используя узкие места квантового кодировщика, сохраняя качество решения, близкое к базовому, на экземплярах CVRP, и демонстрируя практические стратегии сжатия параметров.
Гибридные квантово-классические нейронные сети для оптимизации маршрутизации транспорта
iq.fp2.dev
September 2, 2026 at 3:48 AM
Гибридные квантово-классические сети сокращают параметры модели на 56,6% при маршрутизации транспорта, используя узкие места квантового кодировщика, сохраняя качество решения, близкое к базовому, на экземплярах CVRP, и демонстрируя практические стратегии сжатия параметров.
Hybrid Quanten-klassische Netzwerke reduzieren Modellparameter um 56,6% in der Fahzeugroutenoptimierung durch Quanten-Encoder-Engpässe und bewahren dabei eine nahezu Baseline-Lösungsqualität bei CVRP-Instanzen, während praktische Parameterkompressionsstrategien demonstriert we...
Hybrid Quanten-klassische neuronale Netzwerke zur Fahzeugroutenoptimierung
iq.fp2.dev
September 2, 2026 at 3:48 AM
Hybrid Quanten-klassische Netzwerke reduzieren Modellparameter um 56,6% in der Fahzeugroutenoptimierung durch Quanten-Encoder-Engpässe und bewahren dabei eine nahezu Baseline-Lösungsqualität bei CVRP-Instanzen, während praktische Parameterkompressionsstrategien demonstriert we...
하이브리드 양자-고전 네트워크는 양자 인코더 병목을 활용하여 차량 경로 최적화에서 모델 매개변수를 56.6% 감소시키며, CVRP 인스턴스에서 거의 기준선 수준의 솔루션 품질을 유지하면서 실용적인 매개변수 압축 전략을 시연합니다.
#양자머신러닝 #양자최적화 #연구
#양자머신러닝 #양자최적화 #연구
차량 경로 최적화를 위한 하이브리드 양자-고전 신경망
arxiv.org
September 2, 2026 at 3:47 AM
تقلل الشبكات الكمية-الكلاسيكية الهجينة معاملات النموذج بنسبة 56.6% في توجيه المركبات باستخدام اختناقات المشفر الكمي، مع الحفاظ على جودة الحل القريبة من الخط الأساسي على نماذج CVRP مع إظهار استراتيجيات ضغط المعاملات العملية.
#تعلم_الآلة_الكمي #التحسين_الكمي #بحث
#تعلم_الآلة_الكمي #التحسين_الكمي #بحث
الشبكات العصبية الكمية-الكلاسيكية الهجينة لتحسين توجيه المركبات
arxiv.org
September 2, 2026 at 3:49 AM
تقلل الشبكات الكمية-الكلاسيكية الهجينة معاملات النموذج بنسبة 56.6% في توجيه المركبات باستخدام اختناقات المشفر الكمي، مع الحفاظ على جودة الحل القريبة من الخط الأساسي على نماذج CVRP مع إظهار استراتيجيات ضغط المعاملات العملية.
#تعلم_الآلة_الكمي #التحسين_الكمي #بحث
#تعلم_الآلة_الكمي #التحسين_الكمي #بحث
רשתות היברידיות קוונטיות-קלאסיות מקטינות את פרמטרי המודל ב-56.6% בניתוב כלים באמצעות צווארי בקבוק של מקודד קוונטי, תוך שמירה על איכות פתרון קרובה לבסיס על מופעים של CVRP, תוך הדגמה של אסטרטגיות דחיסת פרמטרים מעשיות.
#למידה_קוונטית #אופטימיזציה_קוונטית #מחקר
#למידה_קוונטית #אופטימיזציה_קוונטית #מחקר
רשתות עצביות היברידיות קוונטיות-קלאסיות לאופטימיזציה ניתוב כלים
arxiv.org
September 2, 2026 at 3:49 AM
רשתות היברידיות קוונטיות-קלאסיות מקטינות את פרמטרי המודל ב-56.6% בניתוב כלים באמצעות צווארי בקבוק של מקודד קוונטי, תוך שמירה על איכות פתרון קרובה לבסיס על מופעים של CVRP, תוך הדגמה של אסטרטגיות דחיסת פרמטרים מעשיות.
#למידה_קוונטית #אופטימיזציה_קוונטית #מחקר
#למידה_קוונטית #אופטימיזציה_קוונטית #מחקר
Les réseaux hybrides quantiques-classiques réduisent les paramètres du modèle de 56,6% dans le routage de véhicules en utilisant des goulots d'étranglement d'encodeurs quantiques, tout en maintenant une qualité de solution proche de la base de référence sur les instances CVRP ...
Réseaux de Neurones Hybrides Quantiques-Classiques pour l'Optimisation du Routage de Véhicules
arxiv.org
September 2, 2026 at 3:47 AM
Les réseaux hybrides quantiques-classiques réduisent les paramètres du modèle de 56,6% dans le routage de véhicules en utilisant des goulots d'étranglement d'encodeurs quantiques, tout en maintenant une qualité de solution proche de la base de référence sur les instances CVRP ...
Redes híbridas quântico-clássicas reduzem parâmetros do modelo em 56,6% no roteamento de veículos usando gargalos de codificadores quânticos, mantendo qualidade de solução próxima à linha de base em instâncias CVRP enquanto demonstram estratégias práticas de compressão de parâ...
Redes Neurais Híbridas Quântico-Clássicas para Otimização de Roteamento de Veículos
arxiv.org
September 2, 2026 at 3:49 AM
Redes híbridas quântico-clássicas reduzem parâmetros do modelo em 56,6% no roteamento de veículos usando gargalos de codificadores quânticos, mantendo qualidade de solução próxima à linha de base em instâncias CVRP enquanto demonstram estratégias práticas de compressão de parâ...
用于车辆路由优化的混合量子-经典神经网络
iq.fp2.dev
September 2, 2026 at 3:45 AM
हाइब्रिड क्वांटम-शास्त्रीय नेटवर्क क्वांटम एन्कोडर बाधाओं का उपयोग करते हुए वाहन मार्गण में मॉडल पैरामीटर को 56.6% तक कम करते हैं, CVRP उदाहरणों पर निकट-आधारभूत समाधान गुणवत्ता को बनाए रखते हुए और व्यावहारिक पैरामीटर संपीड़न रणनीतियों को प्रदर्शित करते हैं।
#क्वांटमएमएल #क्वांटमअनुकूलन #अनुसंधान
#क्वांटमएमएल #क्वांटमअनुकूलन #अनुसंधान
वाहन मार्गण अनुकूलन के लिए हाइब्रिड क्वांटम-शास्त्रीय तंत्रिका नेटवर्क
arxiv.org
September 2, 2026 at 3:48 AM
Las redes híbridas cuántico-clásicas reducen los parámetros del modelo en un 56.6% en el enrutamiento de vehículos utilizando cuellos de botella del codificador cuántico, manteniendo una calidad de solución cercana a la línea base en instancias de CVRP mientras demuestran estr...
Redes Neuronales Híbridas Cuántico-Clásicas para la Optimización de Enrutamiento de Vehículos
iq.fp2.dev
September 2, 2026 at 3:47 AM
Las redes híbridas cuántico-clásicas reducen los parámetros del modelo en un 56.6% en el enrutamiento de vehículos utilizando cuellos de botella del codificador cuántico, manteniendo una calidad de solución cercana a la línea base en instancias de CVRP mientras demuestran estr...
混合量子-經典神經網絡用於車輛路線規劃優化
arxiv.org
September 2, 2026 at 3:46 AM
ハイブリッド量子古典ネットワークは、量子エンコーダボトルネックを使用した車両ルーティングにおいて、モデルパラメータを56.6%削減し、CVRPインスタンスでほぼベースラインの解品質を維持しながら、実践的なパラメータ圧縮戦略を実証しています。
#量子機械学習 #量子最適化 #研究
#量子機械学習 #量子最適化 #研究
ハイブリッド量子・古典ニューラルネットワークを用いた車両ルーティング最適化
arxiv.org
September 2, 2026 at 3:46 AM
Các mạng lai lượng tử-cổ điển giảm các tham số mô hình xuống 56,6% trong định tuyến phương tiện bằng cách sử dụng các điểm cổ chai bộ mã hóa lượng tử, duy trì chất lượng giải pháp gần cơ sở trên các trường hợp CVRP trong khi chứng minh các chiến lược nén tham số thực tế.
Mạng Nơ-ron Lai Lượng Tử-Cổ Điển Để Tối Ưu Hóa Định Tuyến Phương Tiện
arxiv.org
September 2, 2026 at 3:49 AM
Các mạng lai lượng tử-cổ điển giảm các tham số mô hình xuống 56,6% trong định tuyến phương tiện bằng cách sử dụng các điểm cổ chai bộ mã hóa lượng tử, duy trì chất lượng giải pháp gần cơ sở trên các trường hợp CVRP trong khi chứng minh các chiến lược nén tham số thực tế.
เครือข่ายแบบไฮบริดควอนตัม-คลาสสิกลดพารามิเตอร์ของโมเดลลง 56.6% ในการปรับเส้นทางยานพาหนะ โดยใช้คอขวดตัวเข้ารหัสควอนตัม รักษาคุณภาพการแก้ปัญหาใกล้เคียงกับพื้นฐานบน CVRP instances พร้อมสาธิตกลยุทธ์การบีบอัดพารามิเตอร์ที่เป็นปฏิบัติ
#ควอนตัมML #ปรับเหมาะสมควอนตัม #วิจัย
#ควอนตัมML #ปรับเหมาะสมควอนตัม #วิจัย
เครือข่ายประสาทเทียมแบบไฮบริด ควอนตัม-คลาสสิก สำหรับการปรับให้เหมาะสมของเส้นทางยานพาหนะ
arxiv.org
September 2, 2026 at 3:48 AM
Bluesky's Top 10 Trending Words (past 10min):
💨x1* - iran 🔓
💨x30 - sonego
💨x25 - mapquest
💨x21 - moulton
💨x21 - markey
💨x20 - zverev
💨x1* - democracy 🔓
💨x1* - ukraine 🔓
💨x1* - epstein 🔓
💨x11 - 月見
*🔓 = Unlocked Emergency Words (see img)
#ListenToBlackVoices
(Something not right? Reply!)
![Emoji Legend
💨x# | "Increased Trending Rate" for a Word (meaningful value; "💨x8 - burger" will mean "burger" is trending at 8 times its own normal rate for this time of day)
🔓 | "Unlocked" Ongoing Emergency Word (such words are not weighted down by their own previous usage; their *ongoing* increased usage--weeks, months, years--would otherwise move them down the list.)
[PREVIOUSLY USED]
⚠️💨# | "Trend Strength Rating"
⚠️🌀💨 | "Trend Strength Rating" (see above)
⚠️🌀 CAT. # | [same; "CAT." = Category, like hurricane]
💬# | 10min Post Count
🆎# | 10min Word Count
🙂# | 10min Emoji Count](https://cdn.bsky.app/img/feed_thumbnail/plain/did:plc:mcb6n67plnrlx4lg35natk2b/bafkreigp6bgag3jzkool6uxrujpcrwtn6zkd7cbfrmevhaxaqhhewgolmu)
September 2, 2026 at 3:50 AM
Ozone API brings cVRP Infrastructure to Non
The narrative centers on a structural bifurcation occurring within the UK payments ecosystem driven by the impending mandate for OBL 4.0 compliance via initiatives like UKPI and Visa A2A. The core ten…
The narrative centers on a structural bifurcation occurring within the UK payments ecosystem driven by the impending mandate for OBL 4.0 compliance via initiatives like UKPI and Visa A2A. The core ten…
arc-codex.com
August 27, 2026 at 12:47 AM
Ozone API brings cVRP Infrastructure to Non
The narrative centers on a structural bifurcation occurring within the UK payments ecosystem driven by the impending mandate for OBL 4.0 compliance via initiatives like UKPI and Visa A2A. The core ten…
The narrative centers on a structural bifurcation occurring within the UK payments ecosystem driven by the impending mandate for OBL 4.0 compliance via initiatives like UKPI and Visa A2A. The core ten…
Ozone API is offering non-CMA9 UK banks OBL 4.0-compliant commercial VRP infrastructure deployable in 8 to 10 weeks, without an internal build.
Ozone API brings cVRP Infrastructure to Non-CMA9 Banks in 8 weeks
Ozone API is offering non-CMA9 UK banks OBL 4.0-compliant commercial VRP infrastructure deployable in 8 to 10 weeks, without an internal build.
thefintechtimes.com
August 26, 2026 at 1:17 PM
Ozone API is offering non-CMA9 UK banks OBL 4.0-compliant commercial VRP infrastructure deployable in 8 to 10 weeks, without an internal build.