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Unauthorized training of AI models on a rival model's outputs
A distillation attack, also called adversarial distillation, illicit distillation or malicious distillation, is the training of a machine learning model
Distillation_attack
Machine learning method to transfer knowledge from a large model to a smaller one
In machine learning, knowledge distillation or model distillation is the process of transferring knowledge from a large model to a smaller one. While large
Knowledge_distillation
House issues memorandum NSTM-4, "Adversarial Distillation of American AI Models", on distillation attacks by entities based principally in China. 26 April
2026 in artificial intelligence
2026_in_artificial_intelligence
Chinese artificial intelligence company
Claude to train its own large language models in what is termed a "distillation attack". From April 2026, the United States House Committee on Homeland
Moonshot_AI
American artificial intelligence company
Chinese competitors DeepSeek, Moonshot AI, and MiniMax Group of "distillation attacks" in violation of Anthropic's terms of service. Anthropic alleged
Anthropic
Rivalries among developers of AI systems
Chinese companies DeepSeek, Moonshot AI, and MiniMax were conducting "distillation attacks" in an attempt to copy their model's capabilities, and warned that
Competition in artificial intelligence
Competition_in_artificial_intelligence
Chinese cloud computing company
operators linked to Alibaba and its Qwen laboratory had run the largest distillation attack it had seen on its Claude models, using nearly 25,000 accounts for
Alibaba_Cloud
Artificial intelligence chatbot by Moonshot AI
Retrieved 2026-08-24. "Anthropic accuses Chinese AI labs of illicit distillation attacks". Quartz. 2026-09-11. Retrieved 2026-11-01. "Moonshot AI's large-model
Kimi_(AI)
American politician and diplomat (born 1959)
Commerce Department to add foreign entities found to have carried out distillation attacks on American AI models to the Entity List. Committee on Banking, Housing
Bill_Hagerty
Research field that lies at the intersection of machine learning and computer security
competing models, which they also call distillation attacks. On the other hand, membership inference is a related attack, which infers the owner of a data
Adversarial_machine_learning
Chinese artificial intelligence company
named StepFun among six Chinese companies it said had carried out distillation attacks on American AI models; it said StepFun had distilled Claude and GPT
StepFun
American politician (born 1969)
Congress. Retrieved November 1, 2026. Bearman, Theo (May 12, 2026). "AI Distillation Attacks: Executive and Congressional Action Can Go Further". Institute for
Bill_Huizenga
MiniMax, conducted large-scale "distillation attacks" on its Claude model through fraudulent accounts. Anthropic said the attacks sought to extract Claude's
Artificial intelligence industry in China
Artificial_intelligence_industry_in_China
Style of brandy produced in France
controlled. Two distillations must be carried out; the resulting eau de vie is a colourless spirit of about 70% alcohol. Once distillation is complete, it
Cognac
Facility that processes crude oil
carrying streams of fluids between large chemical processing units, such as distillation columns. In many ways, oil refineries use many different technologies
Oil_refinery
Saudi Arabian state-owned petroleum and oil-trade company
Ras Tanura Refinery (550,000 bbl/d (87,000 m3/d)) (includes a Crude Distillation Unit, a Gas Condensate Unit, a hydrocracker, and catalytic reforming)
Saudi_Aramco
during the Twelve-Day War. The war began on 13 June 2025, when Israel attacked targets at more than a dozen locations across Iran. Under the codename
List of attacks during the Twelve-Day War
List_of_attacks_during_the_Twelve-Day_War
base. 26 August: During an attack on the Omsk refinery, an explosion and subsequent fire destroyed the crude distillation unit CDU-11, one of the "two
Attacks in Russia during the Russo-Ukrainian war (2022–present)
Attacks_in_Russia_during_the_Russo-Ukrainian_war_(2022–present)
Removal of salts from water
worldwide. Desalination processes use either thermal methods (in the case of distillation) or membrane-based methods (e.g. in the case of reverse osmosis). As
Desalination
division of using fake accounts to copy what Claude can do via "distillation" attacks. In a letter to U.S. Senators Tim Scott and Elizabeth Warren, the
Cyberwarfare_and_China
American artificial intelligence researcher
his work on the Carlini & Wagner attack in 2016. This attack was particularly useful in defeating defensive distillation, a method used to increase model
Nicholas_Carlini
Oil refinery in Omsk, Russia
conduct the strike. The attack triggered fires in the primary crude processing infrastructure, specifically hitting the crude distillation unit CDU-10 with a
Omsk_refinery
Style of brandy produced in France
is the oldest brandy and one of the oldest liquors still produced by distillation in the world. In the past it was consumed for its supposed therapeutic
Armagnac
2025 war in West Asia
containment building at the Arak Nuclear Complex was destroyed as were nearby distillation towers. Earlier in the day, Israel had told residents of the surrounding
Twelve-Day_War
Apparatus used to distill liquid mixtures consisting of two columns
distillation step, with the first condensate recycled back into the analyzer with the wash. A column still is an example of a fractional distillation
Column_still
Series of language models developed by DeepSeek
tokens, then posttrained by SFT and RL, then consolidated by on-policy distillation. The main architectural innovations include manifold-constrained hyper-connections
DeepSeek_(AI)
Species of large semi-aquatic mammal
0291825. PMC 10550173. PMID 37792716. Kean, Sam (2018). "Sweating blood". Distillations. 4 (2): 5. Retrieved 20 August 2018. Saikawa, Y.; Hashimoto, K.; Nakata
Hippopotamus
American artificial intelligence company
Some industry observers noted similarities between DeepSeek's model distillation approach and OpenAI's methodology, though no formal intellectual property
OpenAI
Methods of finding hidden information
A membership inference attack (MIA) is a privacy attack that infers whether a record was included in the set of data used to produce a given output, such
Membership_inference_attack
Substance derived from birch tree bark
referred to as birch bark pitch) is a substance that is synthesized by dry distillation of birch tree bark. Birch bark tar is mainly composed of triterpenoid
Birch_bark_tar
Using poison gas or other toxins in war
expect an attack. If, for example, the captain of a US Navy ship believes there is a serious threat of chemical, biological, or radiological attack, the crew
Chemical_warfare
Family of mammals
October 2014. Roberts, Jacob (2017). "Can Biotech save the rhino?". Distillations. 2 (4): 24–35. Retrieved 22 March 2018. Boeskorov, Gennady G.; Shchelchkova
Rhinoceros
Northern Irish police drama television series
"We've always dreamed of making a show in Belfast and Blue Lights is a distillation of everything we've learned from living here and being journalists here
Blue_Lights_(2023_TV_series)
of the yields of tar, water, gas and coke residue by low temperature distillation ISO 648:2008 Laboratory glassware — Single-volume pipettes ISO 649 Laboratory
List_of_ISO_standards_1–1999
Oil refinery in Ryazan, Russia
Ukraine. Following another attack in late February 2025, all operations were suspended due to damage to the main crude distillation unit. On 5 September 2025
Ryazan_refinery
refinery in Perm again, at least four fuel storage tanks exploded and two distillation columns were damaged. The Russian defense ministry claimed that Russian
Timeline of the Russo-Ukrainian war (1 January 2026 – 31 May 2026)
Timeline_of_the_Russo-Ukrainian_war_(1_January_2026_–_31_May_2026)
Chemical reaction which converts two –COOH groups to >C=O
used in large excess to minimise the loss of the other acid. The dry distillation of calcium acetate to give acetone was reported by Charles Friedel in
Ketonic_decarboxylation
2008 single by Attack Attack!
"There’s arguably no better distillation of what metalcore was in the late 2000s and early 2010s than the music video for Attack Attack!’s breakout 2008 single
Stick_Stickly_(song)
Brewery based in Sikkim, India
Alcohol industry Bathtub gin Brewing Brewery Malting Lautering Wort Yeast Distillation Drinking establishments Fermentation Simple syrup Yeast in winemaking
Yuksom_Breweries
Engineering thermoplastic polymer
dehydration of the hemiformal/water mixture (either by extraction or vacuum distillation) and release of the formaldehyde by heating the hemiformal. The formaldehyde
Polyoxymethylene
1903 antisemitic text
the German newspaper Frankfurter Zeitung in 1924. Beginning in 1933, distillations of the work were assigned by some German teachers, as if they were factual
The Protocols of the Elders of Zion
The_Protocols_of_the_Elders_of_Zion
President of the United States from 1969 to 1974
(2017). "Richard Nixon and the Rise of American Environmentalism". Distillations. Vol. 3, no. 1. pp. 16–29. Archived from the original on April 5, 2018
Richard_Nixon
Ukrainian family of cruise missiles
fired Neptune missiles at Novoshakhtinsk refinery striking “two crude distillation units, AVT-1 and AVT-2, followed by a fire on the facility's premises
R-360_Neptune
Distilled alcoholic beverage from Japan
"burned liquor", which refers to the heating process during alcohol distillation. The word is a cognate of the Korean soju. Shōchū should not be confused
Shōchū
Anti-fascist political activist movement
[antifa] is a potent one for conservatives" because "[i]t's the violent distillation of everything they fear could come to pass in an all-out culture war
Antifa_(United_States)
Country in South America
mining exports. Colombia's main exports include mineral fuels, oils, distillation products, fruit and other agricultural products, sugars and sugar confectionery
Colombia
Large language model designed for reasoning tasks
knowledge distillation (training a smaller model to imitate o1's outputs) worked surprisingly well. This highlighted the effectiveness of distillation in this
Reasoning_model
Public health crisis in Flint, Michigan
(POU) devices, which included reverse osmosis, activated carbon, and distillation. Many factors such as "POU device costs, lead absorption from water,
Flint_water_crisis
1938 anti-Jewish pogroms in Nazi Germany
in Gilbert, loc. cit. Rinde, Meir (2017). "A History of Violence". Distillations. Vol. 3, no. 2. pp. 6–9. Archived from the original on 18 April 2018
Kristallnacht
Disorder resulting in recurrent moderate–severe headaches
cases, a migraine attack begins with a period of sensory disturbance known as an aura. Some people experience occasional migraine attacks, while others develop
Migraine
Computer hardware technology that uses quantum mechanics
List of quantum computing books List of quantum software Magic state distillation – Quantum computing algorithm Metacomputing – Computing for the purpose
Quantum_computing
1943 U.S. strategic bombing campaign of oil refineries in Ploiești, Romania during WWII
Operation Tidal Wave was an air attack by bombers of the United States Army Air Forces (USAAF) based in Libya on nine oil refineries around Ploiești, Romania
Operation_Tidal_Wave
Chemical compound
temperature carbonization of pine wood in anoxic conditions (dry distillation or destructive distillation). The wood is rapidly decomposed by applying heat and pressure
Pine_tar
Type of nuclear fission reactor
is further divided into two main technologies: the multi-stage flash distillation (MSF) and the Multi-Effect Desalination (MED). A report by the German
Small_modular_reactor
Chemical compound
An-I., "Separation of isopropyl acetate from isopropanol by extractive distillation", issued 1989-05-02 "Celanese - The chemistry inside innovation™". chemvip
Isopropyl_acetate
Most populous city in Canada
years. During the late 19th century, Toronto became the largest alcohol distillation (in particular, spirits) centre in North America.[citation needed] A
Toronto
American space opera by David Lynch
Wurlitzer had come up with a first-draft script, which I felt was a decent distillation of Frank Herbert's [book]. But I also realized Dune was going to take
Dune_(1984_film)
2009 film by Wes Anderson
right. According to Time, the film is "both a delightful amusement and a distillation of the filmmaker's essential playfulness" and was one of the ten best
Fantastic_Mr._Fox_(film)
Secure communication method
attacks including faked-state attacks, phase remapping attacks, and time-shift attacks are now known. The time-shift attack has even been demonstrated on
Quantum_key_distribution
Xu, Zhenyuan (October 2023). "Extreme salt-resisting multistage solar distillation with thermohaline convection". Joule. 7 (10): 2274–2290. Bibcode:2023Joule
2023_in_science
Organic polymer, typically from plants
solidified resin from which the volatile terpenes have been removed by distillation. Typical rosin is a transparent or translucent mass, with a vitreous
Resin
U.S. nuclear weapons assembly facility
Occupational Safety and Health. Gross, Daniel A. (2016). "An Aging Army". Distillations. 2 (1): 26–36. Retrieved 22 March 2018. "About Pantex Plant". www.pantex
Pantex
Naturally occurring combustible liquid
fracking. Once extracted, oil is refined and separated, most easily by distillation, into numerous products for direct use or use in manufacturing. Petroleum
Petroleum
Trinidadian cricketer (born 1969)
stage of his career. Wisden published a top 100 list in July 2001, a distillation of the best performances from 1,552 Tests, 54,494 innings and 29,730
Brian_Lara
Cryptography secured against quantum computers
currently thought, but not proven, to be secure against a cryptanalytic attack by a quantum computer. Most widely used public-key algorithms rely on the
Post-quantum_cryptography
Province of Canada
retain their own personal supply, and liquor producers could continue distillation and export for sale, allowing this already sizeable industry to strengthen
Ontario
German airship burned in fire (in service 1936–1937)
expensive as the gas was available in industrial quantities only from distillation plants at certain oil fields in the United States. Hydrogen, by comparison
LZ_129_Hindenburg
Fictional character from The Simpsons franchise
Retrieved September 4, 2026. p. 131: features a Greek tragedy-like distillation of the "Cape Feare" episode of The Simpsons. Grode, Eric (May 31, 2012)
Sideshow_Bob
Computing company founded in 2014
largest GHZ state on record, the first demonstration of magic state distillation, and the first demonstration of the creation and control of topological
Quantinuum
1986 teen comedy film by John Hughes
hedonism. David Denby of New York Magazine, called the film "a nauseating distillation of the slack, greedy side of Reaganism." Author Christina Lee agreed
Ferris_Bueller's_Day_Off
Result of nuclear radiation exposure
were inflicted by the atomic bombings of Hiroshima and Nagasaki, with post-attack deaths in the tens of thousands. Nuclear and radiation accidents and incidents
Acute_radiation_syndrome
1980 film by Stanley Kubrick
"Stanley Kubrick's production of The Shining, a ponderous, lackluster distillation of Stephen King's best-selling novel, looms as the Big Letdown of the
The_Shining_(film)
2006 film
thirteenth scent. Grenouille is sickened to learn that Baldini's method of distillation will not capture the scents of all objects and animals (or rather, people)
Perfume: The Story of a Murderer (film)
Perfume:_The_Story_of_a_Murderer_(film)
Soviet martial art
that could adapt to any threat. Oschepkov had observed Kano Jigoro's distillation of tenjin shin'yō-ryū, kitō-ryū and fusen-ryū jujutsu into judo, and
Sambo_(martial_art)
from Disaster premiered on the one-year anniversary of the 2011 Norway attacks (July 22, 2012). The episode was promoted as a one-off special. The other
List of Seconds from Disaster episodes
List_of_Seconds_from_Disaster_episodes
English scientist, surgeon and antiseptic pioneer (1827–1912)
RR (28 March 2018). "From Barbers and Butchers to Modern Surgeons". Distillations. 4 (1): 40–43. Bennett JH (1868). "The Atmospheric Germ Theory: A Lecture
Joseph_Lister
American physician (1852–1943)
October 31, 2007. Mohaupt, Hillary (2017). "A Recipe for Good Health". Distillations. 3 (1): 12–15. Retrieved March 20, 2018. Höschele, Stefan (2022). Adventist
John_Harvey_Kellogg
2023 novel by Benjamín Labatut
opening chapter of Benjamín Labatut's second novel is such a perfect distillation of his technique that it could serve as a manifesto." and "Readers .
The_MANIAC
American rock band
Pedro the Lion, the latter of whom called their music "the most perfect distillation of my taste in the world" and covered "The Devil in His Youth" for the
Protomartyr_(band)
Aromatic resin from Boswellia trees
(Matthew 2:11). The essential oil of frankincense is produced by steam distillation of the tree resin. The oil's chemical components are 75% monoterpenes
Frankincense
Informal group of fungi
beverage is a beverage containing ethanol that has been purified by distillation. Carbohydrate-containing plant material is fermented by yeast, producing
Yeast
Process of separating gold from silver
chemical pre-refinement processes. The metals are separated by vacuum distillation. It is currently adopted by the most important international refineries
Gold_parting
Ongoing overuse of opioid medication in the US
Retrieved October 29, 2018. Rinde M (2018). "Opioids' Devastating Return". Distillations. 4 (2): 12–23. Archived from the original on September 5, 2018. Retrieved
Opioid epidemic in the United States
Opioid_epidemic_in_the_United_States
Class of psychoactive drug
Retrieved 4 January 2017. Rinde, Meir (2015). "Stranger than fiction". Distillations. 1 (4): 16–23. Retrieved 22 March 2018. Pilkington, Ed (12 March 2013)
Truth_serum
have shot down 66 drones over Krasnodar Krai and two over Crimea. The distillation column of the Slavyansk-on-Kuban refinery was also reported damaged,
Timeline of the Russo-Ukrainian war (1 April – 31 July 2024)
Timeline_of_the_Russo-Ukrainian_war_(1_April_–_31_July_2024)
Electric light bulb with a resistively heated wire filament
inside the bulb, which split when the lamp was lit, with resulting oxygen attacking the filament. In the 1880s, phosphoric anhydride was used in combination
Incandescent_light_bulb
Indian dark rum
Alcohol industry Bathtub gin Brewing Brewery Malting Lautering Wort Yeast Distillation Drinking establishments Fermentation Simple syrup Yeast in winemaking
Old_Monk
British criminal duo during 1950s and 1960s
become a 'myth' because in the popular memory the Krays have "became a distillation of the violence, the horror, and the misery that the cultural compass
Kray_twins
2013 Marvel Studios film
played a guy called Vindici—from the word 'vindictive'—and he is the distillation of revenge. So, in a way, that was what I had to think of: how revenge
Thor:_The_Dark_World
Black rum
sponsor. The Kraken Rums are marketed with a "Legend" of a sea creature that attacks ships with Caribbean Rum barrels inside. According to this legend, the
Kraken_Rum
Australian physiologist, biochemist, gerontologist, and animal nutritionist
universities devoted to "pure science" (viz., the discovery/creation, distillation, refinement, diffusion, and the free dissemination of knowledge for the
Thorburn_Brailsford_Robertson
1986 nuclear accident in the Soviet Union
on 30 April 2013. Boyle, Rebecca (2017). "Greetings from Isotopia". Distillations. Vol. 3, no. 3. pp. 26–35. Archived from the original on 15 June 2018
Chernobyl_disaster
Main character in the Texas Chainsaw Massacre series
Time", with the author describing the character as "the purest cinematic distillation of sudden, random, unspeakable terror". American magazine Alternative
Leatherface
Chemical element with atomic number 10 (Ne)
relatively limited. It is primarily obtained through the fractional distillation of liquid air, making it significantly more expensive than helium due
Neon
Organic compound ((CH3)2CO); simplest ketone
structure. Acetone was first produced by Andreas Libavius in 1606 by distillation of lead(II) acetate. In 1832, French chemist Jean-Baptiste Dumas and
Acetone
Institution Press, 1998). Gross, Daniel A. (2016). "An Aging Army". Distillations. Vol. 2, no. 1. pp. 26–36. Archived from the original on 20 March 2018
List of states with nuclear weapons
List_of_states_with_nuclear_weapons
Whiskey brand
passed a statewide prohibition law in 1910, effectively barring the legal distillation of Jack Daniel's within the state. Motlow challenged the law in a test
Jack_Daniel's
Potential result of major nuclear war
grid are dealt with using support from the outside. In the event of an EMP attack, such support would not exist and all damaged components, devices, and electronics
Nuclear_holocaust
1965 science fiction novel by Frank Herbert
Wurlitzer had come up with a first-draft script which I felt was a decent distillation of Frank Herbert's. But I also realised Dune was going to take a lot
Dune_(novel)
Hypothetical climatic effect of nuclear war
winter paper, the 1983 TTAPS paper, had described a 3000 Mt counterforce attack on ICBM sites with each individual warhead having approximately one Mt of
Nuclear_winter
travel, tourism, insurance
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