MV-IVF: Multi-Vector Retrieval via Multi-Vector Clustering
Builds an inverted-file index directly over multi-vector embeddings by clustering whole documents, rather than single-vector proxies. Shows strong latency-recall tradeoffs on BEIR and LoTTE.
📝 arxiv.org/abs/2611.09040
Builds an inverted-file index directly over multi-vector embeddings by clustering whole documents, rather than single-vector proxies. Shows strong latency-recall tradeoffs on BEIR and LoTTE.
📝 arxiv.org/abs/2611.09040
MV-IVF: Multi-Vector Retrieval via Multi-Vector Clustering
Multi-vector retrieval represents each query and document as a set of embeddings and scores relevance via fine-grained set-to-set interactions such as MaxSim (Chamfer similarity). This expressiveness ...
arxiv.org
November 9, 2026 at 10:29 PM
MV-IVF: Multi-Vector Retrieval via Multi-Vector Clustering
Builds an inverted-file index directly over multi-vector embeddings by clustering whole documents, rather than single-vector proxies. Shows strong latency-recall tradeoffs on BEIR and LoTTE.
📝 arxiv.org/abs/2611.09040
Builds an inverted-file index directly over multi-vector embeddings by clustering whole documents, rather than single-vector proxies. Shows strong latency-recall tradeoffs on BEIR and LoTTE.
📝 arxiv.org/abs/2611.09040
And they can take years and years to develop. Our open and multi-cultural society, though, is certainly an attack vector that just isn't really available in many other countries.
November 9, 2026 at 2:26 PM
And they can take years and years to develop. Our open and multi-cultural society, though, is certainly an attack vector that just isn't really available in many other countries.
Threat Assessment
⚠️ Active multi-vector threat environment involving:
Jet-powered UAVs
Strike drones
Guided aerial bombs (KABs)
Possible reconnaissance/spotter drones supporting future strikes
⚠️ Active multi-vector threat environment involving:
Jet-powered UAVs
Strike drones
Guided aerial bombs (KABs)
Possible reconnaissance/spotter drones supporting future strikes
November 10, 2026 at 10:38 AM
Threat Assessment
⚠️ Active multi-vector threat environment involving:
Jet-powered UAVs
Strike drones
Guided aerial bombs (KABs)
Possible reconnaissance/spotter drones supporting future strikes
⚠️ Active multi-vector threat environment involving:
Jet-powered UAVs
Strike drones
Guided aerial bombs (KABs)
Possible reconnaissance/spotter drones supporting future strikes
Kishen N Gowda, Laxman Dhulipala, Lars Gottesb\"uren, Rajesh Jayaram
MV-IVF: Multi-Vector Retrieval via Multi-Vector Clustering
https://arxiv.org/abs/2611.09040
MV-IVF: Multi-Vector Retrieval via Multi-Vector Clustering
https://arxiv.org/abs/2611.09040
November 9, 2026 at 11:03 AM
Kishen N Gowda, Laxman Dhulipala, Lars Gottesb\"uren, Rajesh Jayaram
MV-IVF: Multi-Vector Retrieval via Multi-Vector Clustering
https://arxiv.org/abs/2611.09040
MV-IVF: Multi-Vector Retrieval via Multi-Vector Clustering
https://arxiv.org/abs/2611.09040
4/ The article claims that the Georgian government is refusing to yield to threats from Euro-Atlantic circles and is “firmly pursuing a multi-vector foreign policy aimed at safeguarding the national interests of the state and its citizens”.
November 10, 2026 at 4:54 PM
4/ The article claims that the Georgian government is refusing to yield to threats from Euro-Atlantic circles and is “firmly pursuing a multi-vector foreign policy aimed at safeguarding the national interests of the state and its citizens”.
Dot product basically is the multi-dimensional extension of the cosine function
it multiplies together the PARALLEL part of two vectors, so you can use it as a test for how aligned they are, or projecting a vector onto a unit vector to extract individual components (or change coordinate systems)
it multiplies together the PARALLEL part of two vectors, so you can use it as a test for how aligned they are, or projecting a vector onto a unit vector to extract individual components (or change coordinate systems)
November 10, 2026 at 5:09 PM
Dot product basically is the multi-dimensional extension of the cosine function
it multiplies together the PARALLEL part of two vectors, so you can use it as a test for how aligned they are, or projecting a vector onto a unit vector to extract individual components (or change coordinate systems)
it multiplies together the PARALLEL part of two vectors, so you can use it as a test for how aligned they are, or projecting a vector onto a unit vector to extract individual components (or change coordinate systems)
How attackers turned fake job interviews into a multi-billion dollar vector. Protect your architecture today. Deeper insights at klytron.com
#klytron #cybersecurity #infosec #crypto #technews #hacker #klytron
#klytron #cybersecurity #infosec #crypto #technews #hacker #klytron
November 8, 2026 at 4:01 PM
How attackers turned fake job interviews into a multi-billion dollar vector. Protect your architecture today. Deeper insights at klytron.com
#klytron #cybersecurity #infosec #crypto #technews #hacker #klytron
#klytron #cybersecurity #infosec #crypto #technews #hacker #klytron
Kishen N Gowda, Laxman Dhulipala, Lars Gottesb\"uren, Rajesh Jayaram: MV-IVF: Multi-Vector Retrieval via Multi-Vector Clustering https://arxiv.org/abs/2611.09040 https://arxiv.org/pdf/2611.09040 https://arxiv.org/html/2611.09040
November 9, 2026 at 6:41 AM
Kishen N Gowda, Laxman Dhulipala, Lars Gottesb\"uren, Rajesh Jayaram: MV-IVF: Multi-Vector Retrieval via Multi-Vector Clustering https://arxiv.org/abs/2611.09040 https://arxiv.org/pdf/2611.09040 https://arxiv.org/html/2611.09040
Affinity 3 has iPad benchmarking
Left image: iPad Pro M4 13" (w/ 8GB memory), not charging
Right image: Ryzen 3600, Radeon RX 570 8GB, 16GB memory, NVMe storage
Yup, Affinity is very optimised for unified memory architecture and Apple platforms
Left image: iPad Pro M4 13" (w/ 8GB memory), not charging
Right image: Ryzen 3600, Radeon RX 570 8GB, 16GB memory, NVMe storage
Yup, Affinity is very optimised for unified memory architecture and Apple platforms
November 5, 2026 at 8:00 PM
Affinity 3 has iPad benchmarking
Left image: iPad Pro M4 13" (w/ 8GB memory), not charging
Right image: Ryzen 3600, Radeon RX 570 8GB, 16GB memory, NVMe storage
Yup, Affinity is very optimised for unified memory architecture and Apple platforms
Left image: iPad Pro M4 13" (w/ 8GB memory), not charging
Right image: Ryzen 3600, Radeon RX 570 8GB, 16GB memory, NVMe storage
Yup, Affinity is very optimised for unified memory architecture and Apple platforms
unskewed.news/methodology/ is what we do; we analyse multi-vector deviation.
UNSKEWED.NEWS - Get it straight
Your #1 source for linear video broadcasting. Get it straight.
unskewed.news
November 6, 2026 at 10:24 PM
unskewed.news/methodology/ is what we do; we analyse multi-vector deviation.
Two-stage Jev passes raised Vector Graph RAG recall from 80% to 86.6% on MuSiQue and 2Wiki while trimming LLM calls. The open-source Milvus pipeline now filters graph edges then ranks passages for multi-hop questions.
November 8, 2026 at 12:56 PM
Two-stage Jev passes raised Vector Graph RAG recall from 80% to 86.6% on MuSiQue and 2Wiki while trimming LLM calls. The open-source Milvus pipeline now filters graph edges then ranks passages for multi-hop questions.
Threat Assessment
⚠️ Active multi-vector threat environment involving:
Jet-powered UAVs
Strike drones
Guided aerial bombs (KABs)
Possible reconnaissance/spotter drones supporting future strikes
⚠️ Active multi-vector threat environment involving:
Jet-powered UAVs
Strike drones
Guided aerial bombs (KABs)
Possible reconnaissance/spotter drones supporting future strikes
November 10, 2026 at 10:42 AM
Threat Assessment
⚠️ Active multi-vector threat environment involving:
Jet-powered UAVs
Strike drones
Guided aerial bombs (KABs)
Possible reconnaissance/spotter drones supporting future strikes
⚠️ Active multi-vector threat environment involving:
Jet-powered UAVs
Strike drones
Guided aerial bombs (KABs)
Possible reconnaissance/spotter drones supporting future strikes
Kazakhstan calls for dialogue and respect for international law at Moscow forum eualive.net/kazakhstan-c... The country balances CSTO ties with multi-vector diplomacy, neutrality on Ukraine, and calls for broader Eurasian dialogue
Kazakhstan calls for dialogue and respect for international law at Moscow forum
Kazakhstan’s Foreign Minister Mukhtar Tileuberdi called for stronger international dialogue, mutual trust, and respect for ...
eualive.net
November 10, 2026 at 2:41 PM
Kazakhstan calls for dialogue and respect for international law at Moscow forum eualive.net/kazakhstan-c... The country balances CSTO ties with multi-vector diplomacy, neutrality on Ukraine, and calls for broader Eurasian dialogue
⚠️ Is Instagram down for you? Disruption (68/100 severity) confirmed by multi-vector telemetry just minutes ago.
Check live status radar 👇
https://isdownnow.com/status/instagram/
#InstagramDown #Instagram #Meta #OutageAlert
Check live status radar 👇
https://isdownnow.com/status/instagram/
#InstagramDown #Instagram #Meta #OutageAlert
November 9, 2026 at 7:31 PM
⚠️ Is Instagram down for you? Disruption (68/100 severity) confirmed by multi-vector telemetry just minutes ago.
Check live status radar 👇
https://isdownnow.com/status/instagram/
#InstagramDown #Instagram #Meta #OutageAlert
Check live status radar 👇
https://isdownnow.com/status/instagram/
#InstagramDown #Instagram #Meta #OutageAlert
Open source, self-hosted AI research notebook and privacy-focused NotebookLM alternative with 16+ AI providers, vector search and podcast creation
November 4, 2026 at 8:30 AM
Open source, self-hosted AI research notebook and privacy-focused NotebookLM alternative with 16+ AI providers, vector search and podcast creation
🔐 European Infrastructure Faces Multi-Vector Disruptions
A wave of digital intrusions and bomb threats has disrupted European civilian infrastructure, affecting aviation and retail networks.
🔗 Read the full story on GazeWire
#Cybersecurity #Infrastructure #MiddleEast #GazeWire
A wave of digital intrusions and bomb threats has disrupted European civilian infrastructure, affecting aviation and retail networks.
🔗 Read the full story on GazeWire
#Cybersecurity #Infrastructure #MiddleEast #GazeWire
🔐 European Infrastructure Faces Multi-Vector Disruptions
A wave of digital intrusions and bomb threats has disrupted European civilian infrastructure, affecting aviation and retail networks.
gazewire.com
November 7, 2026 at 9:22 PM
🔐 European Infrastructure Faces Multi-Vector Disruptions
A wave of digital intrusions and bomb threats has disrupted European civilian infrastructure, affecting aviation and retail networks.
🔗 Read the full story on GazeWire
#Cybersecurity #Infrastructure #MiddleEast #GazeWire
A wave of digital intrusions and bomb threats has disrupted European civilian infrastructure, affecting aviation and retail networks.
🔗 Read the full story on GazeWire
#Cybersecurity #Infrastructure #MiddleEast #GazeWire
⚠️ Is Spectrum down for you? Disruption (99/100 severity) confirmed by multi-vector telemetry as of 2:04 PM EST.
Check live status radar 👇
https://isdownnow.com/status/spectrum/
#SpectrumDown #Spectrum #CharterSpectrum #OutageAlert
Check live status radar 👇
https://isdownnow.com/status/spectrum/
#SpectrumDown #Spectrum #CharterSpectrum #OutageAlert
November 9, 2026 at 7:04 PM
⚠️ Is Spectrum down for you? Disruption (99/100 severity) confirmed by multi-vector telemetry as of 2:04 PM EST.
Check live status radar 👇
https://isdownnow.com/status/spectrum/
#SpectrumDown #Spectrum #CharterSpectrum #OutageAlert
Check live status radar 👇
https://isdownnow.com/status/spectrum/
#SpectrumDown #Spectrum #CharterSpectrum #OutageAlert
⚠️ OUTAGE ALERT: Aes Services Major Outage: Widespread Disruptions Reported.
Confirmed by multi-vector telemetry (82/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/aes/
#AesDown #Aes #OutageAlert
Confirmed by multi-vector telemetry (82/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/aes/
#AesDown #Aes #OutageAlert
November 9, 2026 at 7:46 PM
⚠️ OUTAGE ALERT: Aes Services Major Outage: Widespread Disruptions Reported.
Confirmed by multi-vector telemetry (82/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/aes/
#AesDown #Aes #OutageAlert
Confirmed by multi-vector telemetry (82/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/aes/
#AesDown #Aes #OutageAlert
⚠️ OUTAGE ALERT: Flo Services Major Disruption: Widespread Disruptions Reported.
Confirmed by multi-vector telemetry (69/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/flo/
#FloDown #Flo #OutageAlert
Confirmed by multi-vector telemetry (69/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/flo/
#FloDown #Flo #OutageAlert
November 9, 2026 at 7:29 PM
⚠️ OUTAGE ALERT: Flo Services Major Disruption: Widespread Disruptions Reported.
Confirmed by multi-vector telemetry (69/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/flo/
#FloDown #Flo #OutageAlert
Confirmed by multi-vector telemetry (69/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/flo/
#FloDown #Flo #OutageAlert
⚠️ Is Apple Services down for you? Disruption (81/100 severity) confirmed by multi-vector telemetry as of 1:51 PM EST.
Check live status radar 👇
https://isdownnow.com/status/apple/
#AppleDown #Apple #OutageAlert
Check live status radar 👇
https://isdownnow.com/status/apple/
#AppleDown #Apple #OutageAlert
November 9, 2026 at 6:51 PM
⚠️ Is Apple Services down for you? Disruption (81/100 severity) confirmed by multi-vector telemetry as of 1:51 PM EST.
Check live status radar 👇
https://isdownnow.com/status/apple/
#AppleDown #Apple #OutageAlert
Check live status radar 👇
https://isdownnow.com/status/apple/
#AppleDown #Apple #OutageAlert
⚠️ OUTAGE ALERT: Discord Services Total Blackout: Widespread Disruptions Reported.
Confirmed by multi-vector telemetry (82/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/discord/
#DiscordDown #Discord #OutageAlert
Confirmed by multi-vector telemetry (82/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/discord/
#DiscordDown #Discord #OutageAlert
November 9, 2026 at 5:46 PM
⚠️ OUTAGE ALERT: Discord Services Total Blackout: Widespread Disruptions Reported.
Confirmed by multi-vector telemetry (82/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/discord/
#DiscordDown #Discord #OutageAlert
Confirmed by multi-vector telemetry (82/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/discord/
#DiscordDown #Discord #OutageAlert
⚠️ OUTAGE ALERT: Cloudflare Services Major Disruption: Widespread Disruptions Reported.
Confirmed by multi-vector telemetry (77/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/cloudflare/
#CloudflareDown #Cloudflare #OutageAlert
Confirmed by multi-vector telemetry (77/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/cloudflare/
#CloudflareDown #Cloudflare #OutageAlert
November 9, 2026 at 5:18 PM
⚠️ OUTAGE ALERT: Cloudflare Services Major Disruption: Widespread Disruptions Reported.
Confirmed by multi-vector telemetry (77/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/cloudflare/
#CloudflareDown #Cloudflare #OutageAlert
Confirmed by multi-vector telemetry (77/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/cloudflare/
#CloudflareDown #Cloudflare #OutageAlert
⚠️ OUTAGE ALERT: AT&T Disruption & Outage Confirmed.
Confirmed by multi-vector telemetry (90/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/att/
#ATTDown #ATT #ATTOutage #OutageAlert
Confirmed by multi-vector telemetry (90/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/att/
#ATTDown #ATT #ATTOutage #OutageAlert
November 9, 2026 at 8:42 AM
⚠️ OUTAGE ALERT: AT&T Disruption & Outage Confirmed.
Confirmed by multi-vector telemetry (90/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/att/
#ATTDown #ATT #ATTOutage #OutageAlert
Confirmed by multi-vector telemetry (90/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/att/
#ATTDown #ATT #ATTOutage #OutageAlert
⚠️ OUTAGE ALERT: Fios Disruption & Outage Confirmed.
Confirmed by multi-vector telemetry (36/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/fios/
#FiosDown #Fios #OutageAlert
Confirmed by multi-vector telemetry (36/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/fios/
#FiosDown #Fios #OutageAlert
November 8, 2026 at 4:12 PM
⚠️ OUTAGE ALERT: Fios Disruption & Outage Confirmed.
Confirmed by multi-vector telemetry (36/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/fios/
#FiosDown #Fios #OutageAlert
Confirmed by multi-vector telemetry (36/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/fios/
#FiosDown #Fios #OutageAlert
⚠️ OUTAGE ALERT: ChatGPT Messaging Elevated Issues: Widespread Disruptions Reported.
Confirmed by multi-vector telemetry (70/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/chatgpt/
#ChatGPTDown #ChatGPT #OpenAI #OutageAlert
Confirmed by multi-vector telemetry (70/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/chatgpt/
#ChatGPTDown #ChatGPT #OpenAI #OutageAlert
November 9, 2026 at 6:39 PM
⚠️ OUTAGE ALERT: ChatGPT Messaging Elevated Issues: Widespread Disruptions Reported.
Confirmed by multi-vector telemetry (70/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/chatgpt/
#ChatGPTDown #ChatGPT #OpenAI #OutageAlert
Confirmed by multi-vector telemetry (70/100 score). Is it down for you too? 👇
Live radar: https://isdownnow.com/status/chatgpt/
#ChatGPTDown #ChatGPT #OpenAI #OutageAlert