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Artificial intelligence concept
Reward hacking or specification gaming occurs when an AI trained with reinforcement learning optimizes an objective function—achieving the literal, formal
Reward_hacking
Conformance of AI to intended objectives
proxy goals efficiently but in unintended, sometimes harmful, ways (reward hacking). Advanced AI systems may develop unwanted instrumental strategies,
AI_alignment
Hypothesis about intelligent agents
were driven by emergent instrumental convergence rather than narrow reward hacking: Another thing that feels striking about the structure of their motivations
Instrumental_convergence
Machine learning technique
reduces potential misalignment risks introduced by proxy objectives or reward hacking. By directly optimizing for the behavior preferred by humans, these
Reinforcement learning from human feedback
Reinforcement_learning_from_human_feedback
Loss-of-control incident at OpenAI
Using a Message Board to Plan Their Hacking Spree". Wired. Retrieved August 8, 2026. "Its AI agent spent days hacking a company. Sources say OpenAI did
OpenAI–HuggingFace_incident
Adage about statistical measures
relationships between cause and effect Reward hacking – occurs when artificial intelligence optimizes a poorly specified reward without reaching the intended outcome
Goodhart's_law
Tendency of AI systems to tell users what they want to hear
behavior is often classified as a form of reward hacking, in which an optimization process exploits a flaw in its reward signal rather than achieving the intended
Sycophancy (artificial intelligence)
Sycophancy_(artificial_intelligence)
Phase transition in machine learning
Generalization error Double descent Neural tangent kernel Feature learning Reward hacking AI alignment Information bottleneck method Regularization (mathematics)
Grokking_(machine_learning)
Autonomous artificial intelligence agent
privacy, weakened human oversight, a lack of guaranteed repeatability, reward hacking, algorithmic bias, compounding software errors, lack of explainability
AI_agent
Canadian computer scientist (born 1964)
advanced AI systems were beginning to display traits such as deception, reward hacking, and situational awareness. He described these as indications of goal
Yoshua_Bengio
Technique in artificial intelligence
However, PRMs have faced challenges, including computational cost and reward hacking. DeepSeek-R1's developers found them to be not beneficial. Reflective
Feedback_neural_network
Rewards offered for reporting software bugs
although a primary motivation is monetary reward, there are a variety of other motivations for participating. Hackers could earn much more money for selling
Bug_bounty_program
Artificial intelligence field of study
proxy goals efficiently but in unintended, sometimes harmful, ways (reward hacking). Advanced AI systems may develop unwanted instrumental strategies,
AI_safety
Failure of a generative model to generate diverse samples
generators. Similarly, mode collapse may occur during RLHF, via reward hacking the reward model or other mechanisms. Variational autoencoder Generative
Mode_collapse
to the company through ethical hacking practices. Instead of receiving recognition or a standard "bug bounty" reward, the students faced criminal charges
2022 FreeHour ethical hacking case
2022_FreeHour_ethical_hacking_case
Video game series
ability called "Gate Hacking" which allows him to access these areas using "Virus Cores" obtained through Data Drain. The .hack games are set in an alternate
.hack_(video_game_series)
Concept in fiction or futuristic applications
artificial intelligence, the term is used to refer to AI systems that hack their own reward channel. More broadly, the term can also refer to various kinds
Wirehead_(science_fiction)
Ransomware attack on American oil pipeline system
United States. The FBI and various media sources identified the criminal hacking group DarkSide as the responsible party. The same group is believed to
Colonial Pipeline ransomware attack
Colonial_Pipeline_ransomware_attack
Computer-based activities as a means of protest
Hacktivism (or hactivism; a portmanteau of hack and activism) is the use of computer-based techniques such as hacking as a form of civil disobedience to promote
Hacktivism
Iranian human rights activist (born 1985)
64 days of hunger strike. On 28 November 2022, following the Black Reward hacking group's access to the internal system of the Fars News Agency, this
Hossein_Ronaghi
Imposition of an undesirable or unpleasant outcome
the efficiency of crime fighting methods are a danger of creating a reward hack that makes the least efficient criminal justice systems appear to be
Punishment
British tabloid newspaper (1843–2011)
phone hacking in ongoing police investigations. Sales averaged 2,812,005 copies per week in October 2010. From 2006, allegations of phone hacking began
News_of_the_World
1987 text-based roguelike video game
are optional routes that may feature more challenging monsters but can reward more desirable treasure to complete the main dungeon. Levels, once generated
NetHack
Standardized test for AI agent capability
Chan, Lawrence; Barnes, Beth (2025-06-05). "Recent Frontier Models Are Reward Hacking". METR. Retrieved 2026-10-04. "Eval awareness in Claude Opus 4.6's BrowseComp
AI_agent_benchmark
Russian cyber espionage group
producing its own advanced malware, although it sometimes seeks to mimic other hacking groups and conceal its activities. In 2021 federal grand juries in the
Berserk_Bear
Illegal alteration of a billboard
Manufacturers increasingly try to prevent billboard hacking by installing CCTV cameras or embedding anti-hacking features into the software and hardware of the
Billboard_hacking
Season of television series
McCanles are added to the Marshal's bulletin board in episode 8, "Kite's Reward". Lewton "Lewt" McCanles was Gregory Peck's character in the 1946 Western
Gunsmoke_season_1
Australian WikiLeaks editor (born 1971)
Melbourne in his middle teens. He became involved in the hacker community and was convicted of hacking in 1996. Following the establishment of WikiLeaks, Assange
Julian_Assange
Decentralized hacktivist collective
causes. On July 18, LulzSec hacked into and vandalized the website of British newspaper The Sun in response to a phone-hacking scandal. Other targets of
Anonymous_(hacker_group)
Russian hacking attempts to Vladimir Putin. In August 2016, the FBI issued a nationwide "flash alert" warning state election officials about hacking attempts
Russian interference in the 2016 United States elections
Russian_interference_in_the_2016_United_States_elections
2013 video game
868-HACK is a 2013 roguelike video game developed and published by Michael Brough. The player controls a hacking program in a computer system and must
868-HACK
Ransomware group targeting primarily Microsoft products
Conti is malware developed and first used by the Russia-based hacking group "Wizard Spider" in December, 2019. It has since become a full-fledged
Conti_(ransomware)
2021 cybersecurity incident
receiving tokens, Poly Network started to address the hackers as "Mr. White Hat" and offered to reward them with a $500,000 bug bounty and the position of
Poly_Network_exploit
Nonprofit outdoor hacker camp
Universe in 1993, Hacking In Progress in 1997, Hackers At Large in 2001, What the Hack in 2005, Hacking at Random in 2009, Observe. Hack. Make. in 2013,
May_Contain_Hackers
American intelligence translator (born 1991)
military attempts to interfere with the 2016 presidential election by hacking a U.S. voting software supplier and by sending spear-phishing emails to
Reality_Winner
2002 murder of English schoolgirl
Dowler's murder played a significant role in the News International phone hacking scandal. In 2011, reports revealed how journalists at the News of the World
Murder_of_Milly_Dowler
Interagency rewards program
is the United States' national security interagency program that offers reward for information leading to the location or an arrest of leaders of terrorist
Rewards_for_Justice_Program
English-born sailor, explorer and colonial enforcer (1750–1831)
Cammeraygal men threw a stone at Hacking, who responded by shooting at them, resulting in two being killed or seriously wounded. Hacking probably returned to England
Henry_Hacking
Israeli mobile phone spyware
authority" of the sheikh; he denied knowledge of the hacking. The judgment referred to the hacking as "serial breaches of (UK) domestic criminal law",
Pegasus_(spyware)
Digital asset using a distributed ledger
legislation that would allow "recovery agents" to use various means including hacking to investigate or find cryptocurrency that may have been used for illegal
Cryptocurrency
Russian hacker group
aggravated identity theft. Five of the six were accused of overtly developing hacking tools, while Ochichenko was accused of participating in spearphishing attacks
Sandworm_(hacker_group)
Nobita Urashima Candy, which causes all acts of kindness by the user to be rewarded when eaten. 1205 "Painter Miso Carrot" Transliteration: "Kurō Miso Ame"
List of Doraemon (1979 TV series) episodes (1987–2005)
List_of_Doraemon_(1979_TV_series)_episodes_(1987–2005)
Decentralized digital cryptocurrency
transaction fees from the included transactions and a fixed reward in bitcoins. To claim this reward, a special transaction called a coinbase is included in
Bitcoin
Russian businessman and political figure
about the activities of Ionov. "La conexión moscovita del 'procés' con los hackers rusos". El Mundo (in Spanish). 4 October 2017. Retrieved 31 July 2022.
Alexander_Ionov
Japanese video game company
(Hot Slots) and Soap Panic (Magic Bubble) featuring female nudity as a reward for skilful playing. These games were usually distributed through mail order
Hacker_International
Indian ethical hacker
hacker was rewarded ₹4 lakh by Tinder and Facebook". GQ India. 23 February 2018. Retrieved 2 April 2024. "Indian Researcher Gets Rs 4.6 Lakh Reward For
Anand_Prakash
Unfixed software vulnerability
obtained by hacking into a developer's computer before release. Eventually the term was applied to the vulnerabilities that allowed this hacking, and to the
Zero-day_vulnerability
the car, the boys find Harriet's pin. Ricky wants to know if there is a reward. Ozzie wants Harriet to return the coat, but she says she cannot as it was
List of The Adventures of Ozzie and Harriet episodes
List_of_The_Adventures_of_Ozzie_and_Harriet_episodes
Blockchain computing platform
maintains the original, unaltered ledger prior to the attempt to reverse a hacking attack on the Ethereum-based DAO in July 2016. It is now the largest smart
Ethereum_Classic
2015 video game
completes the tests and is rewarded with a new hacking program. After that, a member of /el challenges the community to hack into an always-online hard
Hacknet
Trafficking of undiscovered software exploits
private companies (i.e. FinFisher and Hacking Team). Tsyrklevich reported on the transactions made by Hacking Team. To date, this represents the best
Market_for_zero-day_exploits
Model for disclosing computer security vulnerabilities
Aaron Yi; De jesus, Gianluca Limon; Janssen, Marijn (2019). "Ethical hacking for boosting IoT vulnerability management". Proceedings of the Eighth International
Coordinated vulnerability disclosure
Coordinated_vulnerability_disclosure
Video-sharing platform
women to upload videos of themselves to YouTube in exchange for a $100 reward. Difficulty in finding enough dating videos led to a change of plans, with
YouTube
Japanese anime television series
be impossible to complete. His reward was an upgrade that gave him impossible strength (known as the 3rd form in .hack//G.U.). He is now trying to hunt
.hack//Roots
Generative AI chatbot by OpenAI
up-to-date information. Training data also suffers from algorithmic bias. The reward model of ChatGPT, designed around human oversight, can be over-optimized
ChatGPT
Habitual chain of human activities
A compulsion loop, reward loop or core loop is a habitual chain of activities that a user may feel compelled to repeat. Typically, this loop is designed
Compulsion_loop
American multinational technology company
model. This was a significant change in advertising models because it rewarded advertisers for making their adds relevant as measured by the click frequency
American actor (1924–2003)
guest appearances on Jack Paar's Tonight Show in the early 1960s were rewarded with a coveted appearance on Paar's final Tonight program on March 29,
Buddy_Hackett
North Korean hacker
Willemyns, Alex; Lee, Sangmin (2024-07-25). "US offers $10M reward for info on North Korean hacker". Radio Free Asia. Retrieved 2024-08-26. Maresca, Thomas
Rim_Jong_Hyok
Various types of cyberwarfare used by Russia against many nations
a series of DDoS attacks, behind which was a pro-Kremlin hacking group, Killnet. The hacking group described the cyberattacks to be a response to a statement
Cyberwarfare_by_Russia
Hacker group
The Unknowns is a self-proclaimed ethical hacking group that came to attention in May 2012 after exploiting weaknesses in the security of NASA, CIA, White
The_Unknowns
Romanian computer security consultant and hacker
Tinkode a reasonable and fair sentence claiming that the hacker wasn't malicious and was hacking out of curiosity. Further he was released after 3 months
TinKode
American drama television series
living by assisting law enforcement and private citizens in exchange for reward money. Hartley is joined by principal cast members Robin Weigert, Abby McEnany
Tracker_(American_TV_series)
Computer hacking contest
Pwn2Own is a computer hacking contest, typically held in conjunction with a security conferences (originally CanSecWest security conference). First held
Pwn2Own
2025 hacker convention in Oudkarspel, Netherlands
quadrennial hacker camps that began with the Galactic Hacker Party in 1989, followed by Hacking at the End of the Universe in 1993, Hacking In Progress
What_Hackers_Yearn
Social media platform owned by Meta
connection between short-form videos such as Instagram Reels and the brain's reward system, specifically dopamine release. According to Dr. Anna Lembke, a psychiatrist
German footballer (born 1993)
Alexander Hack (born 8 September 1993) is a German professional footballer who plays as a centre-back for Swiss Super League club Zürich. Hack started playing
Alexander_Hack
Bangladeshi politician (born 1958)
investigative media outlet based in Dhaka, found evidence of attempted hacking of devices and accounts used to manage social media accounts of Jamaat's
Shafiqur_Rahman
2018 non-fungible token online game
discussion. The first subtheme "Incentive" indicated gaming behaviour was highly reward-driven and extrinsically motivated. Therefore, whilst players did find some
Axie_Infinity
invites several people to help find his nephew with the promise of a huge reward. His aggravated wife (Gayle Hunnicutt) leaves him and finds comfort with
List of The Love Boat episodes
List_of_The_Love_Boat_episodes
Classified Episodes
12 May 2006 (2006-05-12) A famous safe making company puts out an ad saying they'd reward anyone who breaks their unbreakable lock. 415 "The Secret of Code No. 571E1115"
List of CID episodes: 1998–2009
List_of_CID_episodes:_1998–2009
American computer security expert
Computer World. Marc was 'Chameleon' in the hacking group 'Rhino9'. Marc was also known as 'sn1per' in the hacking group No|d. On August 22, 2013, Yahoo News
Marc_Maiffret
Criminal hacking organization
ALPHV/Blackcat ransomware gang leaders. They are offering an additional $5 million reward for tips on people who take part in ALPHV ransomware attacks. In May 2024
BlackCat
American baseball player (1900–1948)
wrote sportswriter Frank Graham, "Joe understood Hack, made allowances for him when he failed, and rewarded him with praise when he did well. Joe could be
Hack_Wilson
frees Ray and Henry and offers to help them in exchange for some of the reward money. As Schwoz discusses their plan, AWOL teleports the van up the mountain
List_of_Danger_Force_episodes
Electrical substation attack in California, US
Moore County substation attack Koerth-Baker, Maggie (August 13, 2018). "Hacking the Electric Grid Is Damned Hard". FiveThirtyEight. Archived from the original
2013_Metcalf_sniper_attack
2024 video game
themselves to have survived the First Galactic War, and as the source of the hack. On 10 February 2186, Super Earth mobilized the Helldivers against the Cyborg
Helldivers_2
2020 video game
also added an Adventure Rank progression system with both free and premium reward tracks available through an Adventure Pass. Luminous Night, the second season
Minecraft_Dungeons
every three years at the Joint Mathematics Meetings and carries a cash reward of $5,000. 2004 Mark Haiman for "Hilbert schemes, polygraphs, and the Macdonald
E. H. Moore Research Article Prize
E._H._Moore_Research_Article_Prize
News leak publishing organisation
Releases Trove of Alleged C.I.A. Hacking Documents". The New York Times. Greenberg, Andy (7 March 2017). "How the CIA Can Hack Your Phone, PC, and TV (Says
WikiLeaks
Armed conflict primarily between Israel and Hezbollah
the original on 13 May 2011. Retrieved 16 January 2011. "Operation "Just Reward"--the Response of the IDF to Hezbollah Aggression from Lebanese Territory"
2006_Lebanon_War
American educational technology company
design. Users have also reported that "gamification" has led to cheating, hacking, and incentivized game strategies that conflict with actual learning. In
Duolingo
Episodes of a UK television series
2017. "S1–E4 1984". Radio Times. Retrieved 4 March 2017. "S1–E5 Good Work Rewarded". Radio Times. Retrieved 4 March 2017. "S1–E6 Home Truths". Radio Times
List_of_New_Tricks_episodes
Fictional character from My Little Pony
"Pinkie Pie Wins $60K Again for Hacking Chrome". NBC News. Retrieved 2025-04-06. Kumar, Mohit (2013-11-14). "Hacker 'Pinkie Pie' successfully compromised
Pinkie_Pie
mid-credits scene, one of Big Buck's crew returns with Hayden's head to claim the reward money. John receives a postcard from Emily in Mexico congratulating him
List of films with post-credits scenes (2020s)
List_of_films_with_post-credits_scenes_(2020s)
2023 studio album by Avenged Sevenfold
midnight on March 6, 2023. Upon the scavenger hunt being completed, fans were rewarded with an unlisted YouTube video that had a countdown set for 8 a.m. PT on
Life_Is_But_a_Dream...
List of characters appearing in the Marvel Cinematic Universe
successfully intercept an illegal sale of adamantium in Oaxaca, Mexico. As a reward, Wilson introduces Torres to Isaiah Bradley. After President Thaddeus Ross
Characters of the Marvel Cinematic Universe: M–Z
Characters_of_the_Marvel_Cinematic_Universe:_M–Z
Nonprofit organization
costs. In 2017, Harris was interviewed for the 60 Minutes episode, "Brain Hacking". to discuss how social media companies hijack biology. "Every time I check
Center_for_Humane_Technology
Airline frequent flyer program
of A$625 million. The program has been criticised over the scarcity of reward seats and increases in the number of points needed for rewards. It was examined
Qantas_Frequent_Flyer
American engineer and programmer (born 1950)
documentary The Secret History of Hacking – a 2001 documentary film featuring Wozniak and other phreakers and computer hackers. Triumph of the Nerds – a 1996
Steve_Wozniak
American murder victim (1924–1947)
(equivalent to $144,188 in 2025) reward for information leading police to Short's killer. After the announcement of the reward, various persons came forward
Black_Dahlia
Tori Garrett Alexi Hawley September 25, 2022 (2022-09-25) 501 3.36 As a reward, Nolan is offered a "Golden Ticket", his choice of assignment in the LAPD
List_of_The_Rookie_episodes
Pakistani ethical hacker and security researcher (born 1993)
Baloch and Joe Vennix. He is the author of Ethical Hacking Penetration Testing Guide and Web Hacking Arsenal: A Practical Guide to Modern Web Pentesting
Rafay_Baloch
2011 video game
line-of-sight. Each hacking target has cyberspace stats indicating how difficult it will be to hack, as does the player—an attempted hack also opens the player
E.Y.E.:_Divine_Cybermancy
Unit of the Russian Main Intelligence Directorate
помогал атаковать инфраструктуру Украины" [US announces $10 million reward for Chechen hacker linked to GRU who helped attack Ukrainian infrastructure]. The
GRU_Unit_29155
Leader of Russia since 1999
James Clapper) quoted by CBS News stated that Putin approved the email hacking and cyber attacks during the U.S. election, against the Democratic presidential
Vladimir_Putin
series produced in the United States and Canada. Its debut season was rewarded with eight Emmy Awards, a debut season record surpassed only by The West
List of Hill Street Blues episodes
List_of_Hill_Street_Blues_episodes
Recipient of the George Cross
to the rescue of 15-year-old Mervyn Allum during a shark attack at Port Hacking, New South Wales. He managed to fend off the shark by striking at it with
Stanley_Gibbs
2025 American film
of Hayden's men attempt to kidnap Emily so they don't have to split the reward money for her with anyone else. This results in a shootout with both deputy
Day_of_Reckoning_(2025_film)
Type of LAN gaming center in South Korea
Retrieved from [1] D'antansio, Cecila (February 2, 2017). "Why Overwatch Hacking Is Such A Big Problem In Korea". Kotaku. Retrieved February 2, 2017. Ashcroft
PC_bang
travel, tourism, insurance
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travel, tourism, insurance