The ALHR method employs hierarchical routing to lower VRAM usage from 57 to 422 MB, achieving 92.1% top-1 accuracy at 1024 tokens with NlogN inference scaling.
#Alhr #SparseAttention #KVCompression
#Alhr #SparseAttention #KVCompression
ALHR reads only 30 keys per query
Source: HackerNews AI
realfeedapp.com
October 9, 2026 at 3:20 PM
The ALHR method employs hierarchical routing to lower VRAM usage from 57 to 422 MB, achieving 92.1% top-1 accuracy at 1024 tokens with NlogN inference scaling.
#Alhr #SparseAttention #KVCompression
#Alhr #SparseAttention #KVCompression
→ What they did
The ALHR system uses hierarchical trees to route queries, minimizing the number of keys read during processing while maintaining high answer accuracy.
The ALHR system uses hierarchical trees to route queries, minimizing the number of keys read during processing while maintaining high answer accuracy.
October 9, 2026 at 3:20 PM
→ What they did
The ALHR system uses hierarchical trees to route queries, minimizing the number of keys read during processing while maintaining high answer accuracy.
The ALHR system uses hierarchical trees to route queries, minimizing the number of keys read during processing while maintaining high answer accuracy.
📰 Reddit r/MachineLearning
I built ALHR: A tree based sparse attention system that achieves sub-quadratic inference while retaining accuracy. [P]
https://www.reddit.com/r/MachineLearning/comments/1x1lem3/i_built_alhr_a_tree_based_sparse_attention_system#IA##AI##ML#ML
I built ALHR: A tree based sparse attention system that achieves sub-quadratic inference while retaining accuracy. [P]
https://www.reddit.com/r/MachineLearning/comments/1x1lem3/i_built_alhr_a_tree_based_sparse_attention_system#IA##AI##ML#ML
October 9, 2026 at 7:01 PM
📰 Reddit r/MachineLearning
I built ALHR: A tree based sparse attention system that achieves sub-quadratic inference while retaining accuracy. [P]
https://www.reddit.com/r/MachineLearning/comments/1x1lem3/i_built_alhr_a_tree_based_sparse_attention_system#IA##AI##ML#ML
I built ALHR: A tree based sparse attention system that achieves sub-quadratic inference while retaining accuracy. [P]
https://www.reddit.com/r/MachineLearning/comments/1x1lem3/i_built_alhr_a_tree_based_sparse_attention_system#IA##AI##ML#ML
ICYMI here’s a bit from me—previewing his place in my upcoming American Lectures in the History of Religions humanhistoriesofkn.substack.com/p/thinking-w...
Thinking with Morris Jastrow Jr. about the American Lectures in the History of Religions
Reflections toward my upcoming lecture series on “Erasures of Religion and History” (ALHR: 4-6 November 2026 in Chicago + 23 November 2026 at AAR)
humanhistoriesofkn.substack.com
October 1, 2026 at 8:40 PM
ICYMI here’s a bit from me—previewing his place in my upcoming American Lectures in the History of Religions humanhistoriesofkn.substack.com/p/thinking-w...
I'll be giving the American Lectures in the History of Religions (ALHR) in November, and my topic will be "Erasures of Religion and History"--just posted some reflections and details in conversation with the founder of ALHR, Morris Jastrow Jr. humanhistoriesofkn.substack.com/p/thinking-w...
Thinking with Morris Jastrow Jr. about the American Lectures in the History of Religions
Reflections toward my upcoming lecture series on “Erasures of Religion and History” (ALHR: 4-6 November 2026 in Chicago + 23 November 2026 at AAR)
humanhistoriesofkn.substack.com
September 6, 2026 at 3:07 PM
I'll be giving the American Lectures in the History of Religions (ALHR) in November, and my topic will be "Erasures of Religion and History"--just posted some reflections and details in conversation with the founder of ALHR, Morris Jastrow Jr. humanhistoriesofkn.substack.com/p/thinking-w...
=g\=c+Z3;jb,&eR=aLHr[Bb@EQHOvZm:
July 30, 2026 at 2:55 AM
=g\=c+Z3;jb,&eR=aLHr[Bb@EQHOvZm:
www.youtube.com/watch?v=AlHr... NOCTURNE S2 TRAILER AAAAAAAAAAAAAAAAAAAA
Castlevania: Nocturne Season 2 | Official Trailer | Netflix
YouTube video by Netflix
www.youtube.com
January 13, 2025 at 4:11 PM
www.youtube.com/watch?v=AlHr... NOCTURNE S2 TRAILER AAAAAAAAAAAAAAAAAAAA
Grosse frayeur pour les 172 passagers se rendant de Paris en Corse hier après-midi. Samedi 20 décembre, le vol air France AF7562 reliant Paris Orly à Ajaccio a dû être dérouté d’urgence vers Lyon, a déclaré Air France au «Figaro». →https://l.lefigaro.fr/AlHR
December 21, 2025 at 10:30 AM
Grosse frayeur pour les 172 passagers se rendant de Paris en Corse hier après-midi. Samedi 20 décembre, le vol air France AF7562 reliant Paris Orly à Ajaccio a dû être dérouté d’urgence vers Lyon, a déclaré Air France au «Figaro». →https://l.lefigaro.fr/AlHR
Well, well, well, look who's back
www.youtube.com/watch?v=AlHr...
www.youtube.com/watch?v=AlHr...
Castlevania: Nocturne Season 2 | Official Trailer | Netflix
YouTube video by Netflix
www.youtube.com
January 13, 2025 at 6:47 PM
Well, well, well, look who's back
www.youtube.com/watch?v=AlHr...
www.youtube.com/watch?v=AlHr...
#CastlevaniaNocturne S2 was SO. FUCKING. GOOD.
I just finished it and I can tell it's gonna be all I think about for the next week.
www.youtube.com/watch?v=AlHr...
I just finished it and I can tell it's gonna be all I think about for the next week.
www.youtube.com/watch?v=AlHr...
Castlevania: Nocturne Season 2 | Official Trailer | Netflix
YouTube video by Netflix
www.youtube.com
January 18, 2025 at 4:56 AM
#CastlevaniaNocturne S2 was SO. FUCKING. GOOD.
I just finished it and I can tell it's gonna be all I think about for the next week.
www.youtube.com/watch?v=AlHr...
I just finished it and I can tell it's gonna be all I think about for the next week.
www.youtube.com/watch?v=AlHr...
I'm so hyped! I've been following this series since the beginning and it's a masterpiece.
www.youtube.com/watch?v=AlHr...
www.youtube.com/watch?v=AlHr...
Castlevania: Nocturne Season 2 | Official Trailer | Netflix
YouTube video by Netflix
www.youtube.com
January 14, 2025 at 12:44 AM
I'm so hyped! I've been following this series since the beginning and it's a masterpiece.
www.youtube.com/watch?v=AlHr...
www.youtube.com/watch?v=AlHr...
Union Bordeaux-Bègles (UBB) : 6 à 8 semaines d’absence pour Jean-Luc Du Preez
🔗https://l.sudouest.fr/AlHR
🔗https://l.sudouest.fr/AlHR
September 8, 2025 at 6:25 PM
Union Bordeaux-Bègles (UBB) : 6 à 8 semaines d’absence pour Jean-Luc Du Preez
🔗https://l.sudouest.fr/AlHR
🔗https://l.sudouest.fr/AlHR
Alice Cooper -- Gail m.youtube.com/watch?v=AlhR... Video by Official Alice Cooper m.youtube.com/channel/UCSj...
finis
finis
Gail
YouTube video by Alice Cooper - Topic
m.youtube.com
April 8, 2025 at 4:16 PM
Alice Cooper -- Gail m.youtube.com/watch?v=AlhR... Video by Official Alice Cooper m.youtube.com/channel/UCSj...
finis
finis
#GTKWW (Get to know Wesley Wednesday) 10/28/09 http://post.ly/Alhr
December 1, 2024 at 10:05 PM
#GTKWW (Get to know Wesley Wednesday) 10/28/09 http://post.ly/Alhr
Australian Lawyers for Human Rights (ALHR) has condemned the Queensland Government’s statewide halt on access to puberty blocking agents and gender affirming hormones for all new patients under 18 seeking help for gender dysphoria. #auslaw #aushealth
www.outinperth.com/human-rights...
www.outinperth.com/human-rights...
Human rights lawyers raise concern over Queensland trans healthcare ban
Human rights lawyers have highlighted Australia’s international obligations and condemn any politicisation of healthcare for trans people.
www.outinperth.com
February 2, 2025 at 10:00 PM
Australian Lawyers for Human Rights (ALHR) has condemned the Queensland Government’s statewide halt on access to puberty blocking agents and gender affirming hormones for all new patients under 18 seeking help for gender dysphoria. #auslaw #aushealth
www.outinperth.com/human-rights...
www.outinperth.com/human-rights...
Castlevania: Nocturne Season 2 Official Trailer Netflix www.youtube.com/watch?v=AlHr...
Castlevania: Nocturne Season 2 | Official Trailer | Netflix
YouTube video by Netflix
www.youtube.com
January 13, 2025 at 8:06 PM
Castlevania: Nocturne Season 2 Official Trailer Netflix www.youtube.com/watch?v=AlHr...
I am so excited for this show! www.youtube.com/watch?v=AlHr...
Castlevania: Nocturne Season 2 | Official Trailer | Netflix
YouTube video by Netflix
www.youtube.com
January 13, 2025 at 4:30 PM
I am so excited for this show! www.youtube.com/watch?v=AlHr...
A new trailer for Castlevania: Nocturne Season 2
Premiering this Thursday on Netflix www.youtube.com/watch?v=AlHr...
Premiering this Thursday on Netflix www.youtube.com/watch?v=AlHr...
Castlevania: Nocturne Season 2 | Official Trailer | Netflix
YouTube video by Netflix
www.youtube.com
January 13, 2025 at 4:50 PM
A new trailer for Castlevania: Nocturne Season 2
Premiering this Thursday on Netflix www.youtube.com/watch?v=AlHr...
Premiering this Thursday on Netflix www.youtube.com/watch?v=AlHr...
I'm surprised @Netflix isn't hyping up "Nocturne" on BlueSky the way they are at the Bird, but whatever.
I been waiting for this for a long damn time!
Everyone needs to watch this..
👇🏾😳
youtube.com/watch?v=AlHr...
I been waiting for this for a long damn time!
Everyone needs to watch this..
👇🏾😳
youtube.com/watch?v=AlHr...
youtube.com
January 13, 2025 at 8:58 PM
I'm surprised @Netflix isn't hyping up "Nocturne" on BlueSky the way they are at the Bird, but whatever.
I been waiting for this for a long damn time!
Everyone needs to watch this..
👇🏾😳
youtube.com/watch?v=AlHr...
I been waiting for this for a long damn time!
Everyone needs to watch this..
👇🏾😳
youtube.com/watch?v=AlHr...
Tales of the alhr is low key fire
November 29, 2024 at 5:24 AM
Tales of the alhr is low key fire
youtube.com
January 17, 2025 at 5:55 PM
Tá chegando www.youtube.com/watch?v=AlHr...
Castlevania: Nocturne Season 2 | Official Trailer | Netflix
YouTube video by Netflix
www.youtube.com
January 13, 2025 at 5:47 PM
Tá chegando www.youtube.com/watch?v=AlHr...
ALHR Statement on Bondi terror attack.
December 15, 2025 at 9:58 AM
ALHR Statement on Bondi terror attack.