#adversarial — Public Fediverse posts

The window stays open.

Otkroyte fortochku.

#DPI #SNI-rotation #Russia-censorship #internet-freedom #adversarial-infrastructure

Conjurer – Unself Review

By Dear Hollow

I’m beginning to think Mire was a fluke. I’m not saying that as a bad thing, but I remember listening to Conjurer’s debut and thinking that it was a top post-metal album steeped in atmosphere and enigma, tied together with vicious vocals and vindictive weight.1 So then, I was immensely let down by follow-up Páthos because it seemed to shed substance for novelty: if I’m being honest, its stark dichotomy of heartwrenching melodies and kickass riffs felt inauthentic and shoehorned. Thus, I approached Unself carefully, hoping for something like Mire but tentatively expecting Páthos. What I got, however, was neither. You see, Mire was a fluke not in quality but in approach, because Unself proves that Conjurer prioritizes riff, weaponizing it for the very human tale of the deconstruction of self.

The title track enters with what I would expect from an early 2010s metalcore band intro,2 the Americana cover of 1919 gospel song “I Can’t Feel At Home in this World Anymore” morphing into a full-on dissodeath takedown via a barb of squealing dissonance. While this and the final song, “The World is Not My Home” seem to tie up the album into a thematic deconstruction of religion, Unself is a bit more complex than that. It reflects the journey of vocalist/guitarist Dani Nightingale through an autism diagnosis and discovery of them being non-binary. Similarly reflecting this complexity and remaining incredibly difficult to neatly categorize its sonic assault, Conjurer lays a foundation of post-metal’s meandering rhythmic hulk with death metal intensity, sludge tonal abuse, and a sleek modern production built atop, with – in Unself – hints of black metal. It’s not the second coming of Mire – it’s Unself and undeniably on-brand and completely authentic – and that’s perfectly okay for Conjurer.

Unself’s structure shows Conjurer’s devotion to natural growth, a welcome change from the shoehorned Páthos – largely because Nightingale’s sonic struggles with self-discovery undergird the movements. The two halves of the album are divided into three tracks, bookended by the Huntsmen-influenced thematic motif of the aforesaid “I Can’t Feel at Home in This World” morphed into ugly beatdowns and yearning sadness. The meat of the two suites fall into one of three categories: the relatively traditional post-metal waltzing of Amenra’s heavier moments in sprawling weight (“All Apart,” “Foreclosure”), the yearning chord progressions and melodies recalling Páthos’ emotive emphasis to a more effective degree (“There Is No Warmth,” “Let Us Live”), or the outright assaults of blackened sludge and -core breakdowns (“The Searing Glow,” “Hang Them in Your Head”). As the album progresses, so does the intensity. The latter, the most vicious of the bunch, feel like they nearly boil over, nearly forsaking the post-metal attack for an obscure death metal attack a la Convulsing or Adversarial – making interlude “A Plea” truly the eye of the storm in its minimalist approach, distant vocal samples, and acoustic strumming.

The balance between novelty and songwriting remains an issue for Conjurer. Because of the trichotomy of its sounds, Unself offers different levels of quality. At first, the more traditional post-metal cuts (“All Apart,” “Foreclosure”) feel like absolute bangers, touched with darkness and harmony – but then you hear the other two approaches and they suddenly feel overly long and uneventful in comparison. Likewise, there are several tracks that could stand a good trimming, simply because many feature a singular abrupt tonal shift from melodic to dissonant in its last respective third (“There is No Warmth,” “Let Us Live”). A more divisive take is that Conjurer’s production is very modern and sleek, the down-tuned leads more akin to 2010s metalcore acts like The Plot in You or The Sorrow, an accessibility largely contradicting post-metal’s historic opaqueness (Neurosis) and death metal’s hostility (Bolt Thrower), so while I liked its more “loud and ouchy” tones, others may not be so persuaded.

The novelty and the emotion are resolved in Unself, as Conjurer finally feels authentic and realized. No, Unself is not better than Mire, but it feels more genuine and human than Páthos, offering some of the act’s most intense material to date while chronicling the dismantling of the self into something more authentic. Not only does Dani Nightingale embark on a journey of self-discovery, but Conjurer does too. I’m just happy to be along for the ride.

Rating: 3.0/5.0
DR: 4 | Format Reviewed: 320 kb/s mp3
Label: Nuclear Blast Records
Websites: conjureruk.bandcamp.com | conjureruk.com | facebook.com/conjureruk
Releases Worldwide: October 24th, 2025

#2025 #30 #Adversarial #Amenra #BlackMetal #BoltThrower #BritishMetal #Conjurer #Convulsing #DeathMetal #DissonantDeathMetal #Huntsmen #Neurosis #NuclearBlastRecords #Oct25 #PostMetal #Review #Reviews #SludgeMetal #TheOngoingConcept #ThePlotInYou #TheSorrow #Unself #VeilOfMaya

Proscription – Desolate Divine Review

By Dear Hollow

Last we met Finland’s Proscription, an overwhelming amount of promise was almost as intense as their blackened death attack. While rerecorded songs from their 2017 demo such as “I, the Burning Son” and “Blessed Feast of Black Seth” singlehandedly tamed the experience with jarring simplicity and excessive repetition killing momentum, tracks like “Conduit” and “To Reveal the Word Without Words” were elite blackened death. The promise was insane, causing a bigger stir in the underground than the music itself. While Conduit was solid, Desolate Divine promises even bigger and better – and delivers.

Proscription in a way, feels like a blackened death metal underdog story. The band’s constituents are assembled from the fringes of Finnish black/death, most prominent likely being formidable vocalist/guitarist Christbutcher of Maveth, Cryptborn, and Excommunion fame, although caliber from Brutal Torment, Tramalizer, and Ominous offer their relentless services. This background in more brutal stylistic tendencies pairs neatly with the mountain of sound that Proscription offers. Unlike its predecessor, which dwelt in hints of insanity and riffy mid-tempo crunch, Desolate Divine is a streamlined and no-holds-barred brutalizer of an album, bordering on war metal. Paired with a uniquely blackened death obscurity that appears in haunting leads and hints of atmosphere, Proscription offers a winning formula that is slightly held back by its brickwalled production but ultimately improves upon its predecessor in every way.

If it’s intensity you want, Proscription has it in droves. Haunting leads and blackened tremolo are often the only tether to sanity, their only sense of tangible in their blasting of Behemoth-through-the-war-metal-machine. Bottom-heavy beatdowns are aplenty, with an old school riffy death metal template a la Morbid Angel or Bolt Thrower with the insanity of blastbeats and panicked rhythms (“Bleed the Whore Again,” “Behold a Phosphorescent Dawn”), while overlapping leads, flaying technicality, and wild solos cut through tremolos both down-tuned and blackened (“Gleam of the Morning Star,” “Entreaty of the Very End”). Centerpiece “The Midnight God” (a previously released track in a 2023 split with Sulphurous) and closer “The Great Deceiver” (also from a previously released 2023 demo) offer nearly perfect overlapping of relentless beatdown, blackened grime, and riff – both expertly placed throughout the album. It’s refreshing that previously released material is a highlight rather than a hitch.

Desolate Divine is a bit of a tale of two halves. Proscription goes off the rails in the first half, forsaking every act of subtlety for sheer violence, while the second half is a much more ominous affair. Don’t get me wrong, these tracks will rip you a new one, but at their core is a much more plodding and stable approach, focusing on an almost marching rhythm throughout, making their more obscure and haunting qualities that much more impactful and downright epic when the technical insanity and rhythmic heft collide (“Heave Ho Ye Igneous Leviathan,” title track). Even synth makes appearances in haunting, spacious overtones in this second act (“Behold a Phosphorescent Dawn,” “Not But Dust”), capitalizing on the more haunting attack.

Desolate Divine is dense and unforgiving and certainly imperfect. The brickwalled production and the jarringly start-stop songwriting (not uncommon for other acts like Belphegor or Adversarial) make it difficult to uncover the treasures amid the muck; the central melody of “Behold a Phosphorescent Dawn” sounds too much like Inspector Gadget, and ambient interlude “Not But Dust” feels out of place. However, it’s a step up from Conduit in that its previously released material is a highlight, and there are no bad songs aboard this uncompromising album. It seamlessly blends deathened viscera and blackened flaying in ways that few else can, with stunning brand-setting performances across the board from largely unrecognized Finnish black/death veterans. The potential on Desolate Divine is almost as suffocating as the blackened death metal Proscription wields.

Rating: 3.5/5.0
DR: 4 | Format Reviewed: 320 kb/s mp3
Label: Dark Descent Records
Websites: proscription.bandcamp.com | facebook.com/proscriptionhorde
Releases Worldwide: August 29th, 2025

#2025 #35 #Adversarial #Aug25 #Behemoth #Belphegor #BlackMetal #BlackenedDeathMetal #BoltThrower #BrutalTorment #Cryptborn #DarkDescentRecords #DeathMetal #DesolateDivine #Excommunion #FinnishMetal #Maveth #MorbidAngel #Ominous #Proscription #Review #Reviews #Sulphurous #Tramalizer

The Schedule is Live!
Check out the full lineup of talks, workshops, panel discussions, and hands-on activities happening at Adversary Village at @defcon Hacking Conference 33!
Schedule webpage: https://adversaryvillage.org/adversary-events/DEFCON-33/
Mark your calendars - we can't wait to see you all at DEF CON!
#AdversaryVillage #DEFCON33 #AccessEverywhere #AdversarySimulation #Adversarial #Offensive #PurpleTeam

'Towards Optimal Branching of Linear and Semidefinite Relaxations for Neural Network Robustness Certification', by Brendon G. Anderson, Ziye Ma, Jingqi Li, Somayeh Sojoudi.

http://jmlr.org/papers/v26/21-0068.html

#minimizes #robustness #adversarial

'Learning with a linear loss function: excess risk and estimation bound..."', by Guillaume Lecué, Lucie Neirac.

http://jmlr.org/papers/v25/23-1405.html

#adversarial #estimators #regularized

'Learning with a linear loss function: excess risk and estimation bound..."', by Guillaume Lecué, Lucie Neirac.

http://jmlr.org/papers/v25/23-1405.html

#adversarial #estimators #regularized

'Learning with a linear loss function: excess risk and estimation bound..."', by Guillaume Lecué, Lucie Neirac.

http://jmlr.org/papers/v25/23-1405.html

#adversarial #estimators #regularized

'Learning with a linear loss function: excess risk and estimation bound..."', by Guillaume Lecué, Lucie Neirac.

http://jmlr.org/papers/v25/23-1405.html

#adversarial #estimators #regularized

'An Optimal Transport Approach for Computing Adversarial Training Lower Bounds in Multiclass Classification', by Nicolas Garcia Trillos, Matt Jacobs, Jakwang Kim, Matthew Werenski.

http://jmlr.org/papers/v25/24-0268.html

#adversarial #regularization #classifiers

'A Random Projection Approach to Personalized Federated Learning: Enhancing Communication Efficiency, Robustness, and Fairness', by Yuze Han, Xiang Li, Shiyun Lin, Zhihua Zhang.

http://jmlr.org/papers/v25/23-0215.html

#adversarial #personalized #personalization

'On the Impact of Hard Adversarial Instances on Overfitting in Adversarial Training', by Chen Liu, Zhichao Huang, Mathieu Salzmann, Tong Zhang, Sabine Süsstrunk.

http://jmlr.org/papers/v25/22-0950.html

#adversarial #overfitting #robustness

'Understanding Entropic Regularization in GANs', by Daria Reshetova, Yikun Bai, Xiugang Wu, Ayfer Özgür.

http://jmlr.org/papers/v25/21-1295.html

#regularization #adversarial #gans

Adversarial – Solitude with the Eternal Review

By Dear Hollow

I guess I’m one of two Adversarial fans here at AMG, because I’ve name-dropped them in scattered reviews, while Angry Metal Guy himself made a 224-word TYMHM back in 2010 for the act’s debut All Idols Fall Before the Hammer, then slyly name-dropping them in a 2019 ROTM post compared to Musmahhu. The point is, Adversarial is apparently obscure. While sporting a style not unlike the dense n’ dissonant stylings of Antediluvian and Mitochondrion, the melodic dissonant template has always reminded me of Ulcerate; the difference is the absolutely apeshit blast-happy approach to punishment. After nine long years, we are hit with third full-length Solitude with the Eternal, and it embraces the duality, a double-edged sword, of dissonance and punishment.

Time has not worn Toronto’s Adversarial, as Solitude will attest. Punishment is still priority number one, as 2010’s All Idols… and 2015’s Death, Endless Nothing and the Black Knife of Nihilism firmly established – blastbeats and shredding riffs are in no short supply. The trio of raging guitarist/vocalist C.S. and thunderous bassist M.M., romping atop the galloping doomsday horse of drummer E.K., shred and gurgle like there’s no tomorrow. Despite its cutthroat intensity, Solitude with the Eternal manages to avoid war metal unhingedness while remaining just on this side of sane, guiding its compositions with a “Janus-faced” and “dual-tongued” attack, a pendulum swinging between sharp and slithering, gazing upon horrific truths while revering its macabre beauty. Ultimately, while nothing terribly groundbreaking, Adversarial makes the nine-year wait worth it in its more dynamic songwriting weaponized in this dichotomy for maximum darkness.

Solitude with the Eternal is a bit of Angelcorpse songs covered by Antediluvian and Tetragrammacide, while somehow avoiding the crawling crassness of the former and the DR0 eardrum decimation of the latter. Balancing thick and grimy riffs with a stinging dissonance that shines like a blast of shattered glass, tracks like “Beware the Howling Darkness on Thine Left Shoulder,” “Merging Within the Destroyer,” and “Fanes at the Engur” are relentless assaults guided by C.S.’s absolutely devastating bellows and subterranean shredding with simple yet effective dissonant overlays, while “Hatred Kiln of Vengeance” and “Endless Maze of Blackened Dominion” feel like Evangelion-era Behemoth on crack, guitar harmonics balancing tones blasphemous and regal in equal measure. Bass is blessedly present, shining amid the blinding melodies in “Beware the Howling Darkness…” and “Fanes of the Engur.” Drums have always been Adversarial’s main spotlight, a sharp pong dominating tracks in All Idols Fall Before the Hammer and a mammoth thud in Death, Endless Nothing…; Solitude with the Eternal sports a much more palatable in-between, effectively cutting through the murk while not testing listeners’ mettle.

While spending most of its time blasting, Adversarial’s textures still shine. “Witness to the Eternal Light” features an atmospheric wind-torn ambient motif amid the blasting with a more dissonant palette, which sets the tone for the centerpieces “Death is an Advisor in the Woods of the Devil” and “Crushed Into the Kingdom of Darkness.” These two tracks feel like the eye of the storm, focusing more heavily on dense atmospherics and stinging melody, injecting a powerful sense of purpose to the pummeling that surrounds it; the former deals in far more prominent guitar melodies, while the latter paints its dense riffs in broad strokes through slower tempos against the backdrop of night. Because of this setup, the album feels a bit like a journey through a heretical hurricane, giving further weight to the album’s second act. Adversarial’s more meditative songwriting shines here.

Of course, this is not to say that Solitude with the Eternal is perfect. It’s obnoxiously loud, riddled with tempo abuse, and C.S.’s saturated vocals can often drown out the instrumentals, questioning momentum – ultimately requiring multiple listens to discern every murky movement and burning lead. However, Adversarial’s unhinged attack that avoids war metal decadence is addictive, and its more nuanced textures give the third full-length a mysterious and sinister quality only hinted at in the band’s catalog. It may not make lists, but it remains a pummeling return from an act that feels like they’re just getting started.

Rating: 3.5/5.0
DR: 8 | Format Reviewed: 320 kbps mp3
Label: Dark Descent Records
Websites: facebook.com/AdversarialOfficial
Released Worldwide: May 31st, 2024

#2024 #35 #Adversarial #Angelcorpse #Antediluvian #Behemoth #BlackenedDeathMetal #CanadianMetal #DarkDescentRecords #DeathMetal #DissonantDeathMetal #May24 #Mitochondrion #Review #Reviews #SolitudeWithTheEternal #Tetragrammacide #Ulcerate #WarMetal

Adversarial – Solitude with the Eternal Review

By Dear Hollow

I guess I’m one of two Adversarial fans here at AMG, because I’ve name-dropped them in scattered reviews, while Angry Metal Guy himself made a 224-word TYMHM back in 2010 for the act’s debut All Idols Fall Before the Hammer, then slyly name-dropping them in a 2019 ROTM post compared to Musmahhu. The point is, Adversarial is apparently obscure. While sporting a style not unlike the dense n’ dissonant stylings of Antediluvian and Mitochondrion, the melodic dissonant template has always reminded me of Ulcerate; the difference is the absolutely apeshit blast-happy approach to punishment. After nine long years, we are hit with third full-length Solitude with the Eternal, and it embraces the duality, a double-edged sword, of dissonance and punishment.

Time has not worn Toronto’s Adversarial, as Solitude will attest. Punishment is still priority number one, as 2010’s All Idols… and 2015’s Death, Endless Nothing and the Black Knife of Nihilism firmly established – blastbeats and shredding riffs are in no short supply. The trio of raging guitarist/vocalist C.S. and thunderous bassist M.M., romping atop the galloping doomsday horse of drummer E.K., shred and gurgle like there’s no tomorrow. Despite its cutthroat intensity, Solitude with the Eternal manages to avoid war metal unhingedness while remaining just on this side of sane, guiding its compositions with a “Janus-faced” and “dual-tongued” attack, a pendulum swinging between sharp and slithering, gazing upon horrific truths while revering its macabre beauty. Ultimately, while nothing terribly groundbreaking, Adversarial makes the nine-year wait worth it in its more dynamic songwriting weaponized in this dichotomy for maximum darkness.

Solitude with the Eternal is a bit of Angelcorpse songs covered by Antediluvian and Tetragrammacide, while somehow avoiding the crawling crassness of the former and the DR0 eardrum decimation of the latter. Balancing thick and grimy riffs with a stinging dissonance that shines like a blast of shattered glass, tracks like “Beware the Howling Darkness on Thine Left Shoulder,” “Merging Within the Destroyer,” and “Fanes at the Engur” are relentless assaults guided by C.S.’s absolutely devastating bellows and subterranean shredding with simple yet effective dissonant overlays, while “Hatred Kiln of Vengeance” and “Endless Maze of Blackened Dominion” feel like Evangelion-era Behemoth on crack, guitar harmonics balancing tones blasphemous and regal in equal measure. Bass is blessedly present, shining amid the blinding melodies in “Beware the Howling Darkness…” and “Fanes of the Engur.” Drums have always been Adversarial’s main spotlight, a sharp pong dominating tracks in All Idols Fall Before the Hammer and a mammoth thud in Death, Endless Nothing…; Solitude with the Eternal sports a much more palatable in-between, effectively cutting through the murk while not testing listeners’ mettle.

While spending most of its time blasting, Adversarial’s textures still shine. “Witness to the Eternal Light” features an atmospheric wind-torn ambient motif amid the blasting with a more dissonant palette, which sets the tone for the centerpieces “Death is an Advisor in the Woods of the Devil” and “Crushed Into the Kingdom of Darkness.” These two tracks feel like the eye of the storm, focusing more heavily on dense atmospherics and stinging melody, injecting a powerful sense of purpose to the pummeling that surrounds it; the former deals in far more prominent guitar melodies, while the latter paints its dense riffs in broad strokes through slower tempos against the backdrop of night. Because of this setup, the album feels a bit like a journey through a heretical hurricane, giving further weight to the album’s second act. Adversarial’s more meditative songwriting shines here.

Of course, this is not to say that Solitude with the Eternal is perfect. It’s obnoxiously loud, riddled with tempo abuse, and C.S.’s saturated vocals can often drown out the instrumentals, questioning momentum – ultimately requiring multiple listens to discern every murky movement and burning lead. However, Adversarial’s unhinged attack that avoids war metal decadence is addictive, and its more nuanced textures give the third full-length a mysterious and sinister quality only hinted at in the band’s catalog. It may not make lists, but it remains a pummeling return from an act that feels like they’re just getting started.

Rating: 3.5/5.0
DR: 8 | Format Reviewed: 320 kbps mp3
Label: Dark Descent Records
Websites: facebook.com/AdversarialOfficial
Released Worldwide: May 31st, 2024

#2024 #35 #Adversarial #Angelcorpse #Antediluvian #Behemoth #BlackenedDeathMetal #CanadianMetal #DarkDescentRecords #DeathMetal #DissonantDeathMetal #May24 #Mitochondrion #Review #Reviews #SolitudeWithTheEternal #Tetragrammacide #Ulcerate #WarMetal

'Blessings and Curses of Covariate Shifts: Adversarial Learning Dynamics, Directional Convergence, and Equilibria', by Tengyuan Liang.

http://jmlr.org/papers/v25/23-0651.html

#adversarial #learned #regularization

Captivating #debugging horror story: Coding Machines (how the machines are secretly taking over). This is from 2009. Another attack vector that's possible today is inserting into #LLMs and getting triggered by #adversarial #prompting.

https://www.teamten.com/lawrence/writings/coding-machines/

via #CoRecursive #CoRecursivePodcast:
https://corecursive.com/coding-machines-with-don-and-krystal/

15 New Songs Out Today
https://www.brooklynvegan.com/new-songs-out-today-13/

#brooklynvegan_category_music #Music #Adeem_the_Artist #Adversarial #Blu_DeTiger #Courting #Cult_Leader #Doechii #Eat_Defeat #IDK #joey_badass #JT #Kaitlin_Butts #lola_kirke #Lost_Dog_Street_Band #Magalena_Bay #Melkbelly #mozzy #New_Songs #New_Tracks #sofia_bolt #Stella_Donnelly #Tzompantli

'Sample-efficient Adversarial Imitation Learning', by Dahuin Jung, Hyungyu Lee, Sungroh Yoon.

http://jmlr.org/papers/v25/23-0314.html

#imitation #adversarial #supervised

'PAC-learning for Strategic Classification', by Ravi Sundaram, Anil Vullikanti, Haifeng Xu, Fan Yao.

http://jmlr.org/papers/v24/21-1250.html

#adversarial #classifiers #learnability

Catastrophic overfitting can be induced with discriminative non-robust features

Guillermo Ortiz-Jimenez, Pau de Jorge, Amartya Sanyal et al.

Action editor: Jakub Tomczak.

https://openreview.net/forum?id=10hCbu70Sr

#overfitting #adversarial #robust

Vulnerability-Aware Instance Reweighting For Adversarial Training

Olukorede Fakorede, Ashutosh Kumar Nirala, Modeste Atsague, Jin Tian

Action editor: Qibin Zhao.

https://openreview.net/forum?id=kdPcLdJbt1

#adversarial #classifiers #robustness

Robustness through Data Augmentation Loss Consistency

Tianjian Huang, Shaunak Ashish Halbe, Chinnadhurai Sankar et al.

https://openreview.net/forum?id=a1meaRy1bN

#regularization #adversarial #augment