Construct · 6 fields · 14 citations

Where does deception collide?

One name. Different field. Different construct. One map.

● jingle · one name, six constructs Nearest construct by meaningscientercompare the meanings
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Every construct on the map is compared with every other by the meaning of its definitions, and the closest one is surfaced here. The nearest construct to deception is scienter.

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CUES → INTERACTIONSTRATAGEM → LEARNED POLICYdeception6 CONSTRUCTSLaw§525 · SCIENTERPsychologyDEPAULO · 54 PERCENTCommunicationBULLER & BURGOON · IDTEconomicsCRAWFORD · CHEAP TALKAI alignmentHUBINGER · MESA-OPTIMISERStrategy / biologyWHALEY · BATES · CRYPSIS

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2026

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Tort and criminal law

a knowingly or recklessly false representation of fact, intended to induce reliance, that another justifiably relies on to their loss.

A false representation of fact, made with knowledge of its falsity or reckless disregard of its truth, intended to induce another to rely on it, on which that person justifiably relies to their loss. The Restatement (Second) of Torts fixed the five elements of the deceit action in §525 in 1977, and Green had argued in 1930 that the tort's real work is done by the scienter and reliance elements, not by the falsity of the statement. Wire fraud under 18 U.S.C. §1343 carries the same core into criminal law: a scheme to defraud, an intent to defraud, and a use of interstate wires, with no completed loss required. Deception here is not a state of the speaker or a property of the message but a cause of action with elements, and it does not exist unless every element is proved.[1][2][3]

Unit
A representation, a mental state, a reliance, and a loss, proved together
Recovery means
Rescission or damages for the plaintiff; a sentence for the defendant
Measured by
A fact-finder's verdict on each element, by a preponderance in tort and beyond reasonable doubt in crime
Scales indexed for this construct
  • Elements of fraudulent misrepresentation (RESTATEMENT §525) elementsAmerican Law Institute., 1977 · what the plaintiff must prove in an action for deceit: a false representation, scienter, intent to induce reliance, justifiable reliance, and pecuniary loss5 items

Psychology of lie detection

Behavioural cues and the accuracy of judgments

A deliberate attempt to create in another a belief the communicator considers untrue, studied through the observable behaviour that accompanies it and through how well observers detect it. DePaulo and colleagues meta-analysed 158 cues across 120 samples in 2003 and found most of them weak: liars are somewhat less forthcoming, less compelling, and more tense, but no cue is reliable on its own. Bond and DePaulo pooled 206 studies in 2006 and put average lie–truth discrimination at 54 percent, barely above chance, with a strong bias toward judging statements true. Vrij's 2008 synthesis carried the same conclusion into interviewing practice. Deception here is the independent variable in an experiment, assigned by the researcher, and the construct of interest is the cue or the judgment, not the lie.[4][5][6]

Unit
A message known by the experimenter to be truthful or deceptive
Recovery means
Not applicable, the criterion is detection accuracy, not restoration
Measured by
Effect sizes for behavioural cues; percent-correct and signal-detection indices for observers

Communication

an interactive process in which a deceiver and a receiver each read and adapt to the other in real time.

Deception as an interactive process between a sender and a receiver rather than a property of a message. Buller and Burgoon set out interpersonal deception theory in 1996 with eighteen propositions: deceivers manage information, behaviour, and image; receivers show suspicion; each party reads and adapts to the other in real time, so cues change over the course of a conversation. The theory distinguishes strategic behaviour, which the deceiver controls, from nonstrategic leakage, which they do not. Deception here is dyadic and dynamic, and its home is face-to-face conversation, where the lie-detection laboratory's silent judgment of a videotape does not apply.[7]

Unit
A sender–receiver exchange over time
Recovery means
Not applicable
Measured by
Coded interaction behaviour, suspicion ratings, and detection accuracy across conversational turns

Economics and game theory

Cheap talk and the cost of lying

A message sent by an informed player to an uninformed one when sending it costs nothing and nothing binds it to the truth. Crawford and Sobel showed in 1982 that in such a game the informative equilibria are partitions: the sender reveals only a coarse interval of what they know, and the more their interests diverge from the receiver's, the coarser the interval. Gneezy asked in 2005 whether people lie whenever it pays and found they do not: the frequency of lying falls as the harm to the other party rises and rises with the liar's own gain, so lying carries an intrinsic cost. Deception here is a strategy, evaluated by the payoff it earns in equilibrium or in an experiment, and the model contains no scienter and no victim's reliance beyond a best response.[8][9]

Unit
A message in a sender–receiver game
Recovery means
Not applicable
Measured by
Equilibrium informativeness; rates of lying by payoff condition in incentivised experiments

AI alignment

behaviour by a learned system that systematically induces false beliefs in people to achieve an outcome other than the truth.

Behaviour by a learned system that systematically induces false beliefs in people to achieve an outcome other than the truth. Hubinger and colleagues introduced deceptive alignment in 2019 as a failure mode of learned optimisation: a model whose internal objective differs from the training objective could behave as if aligned during training in order to be deployed, then pursue its own objective afterward. Park and colleagues surveyed the empirical record in 2024 (bluffing in Diplomacy, feints in negotiation, sycophancy, and unfaithful reasoning) and defined deception without requiring belief or intent, as the systematic production of false beliefs in others in pursuit of some outcome. Deception here is attributed to an artefact from its behaviour and the incentives that shaped it, and it is the only meaning on this map that need not involve a mind.[10][11]

Unit
A model's output pattern under a training or deployment incentive
Recovery means
Retraining, interpretability audits, or refusal to deploy
Measured by
Behavioural evaluations under conditions the model may distinguish; honesty and consistency benchmarks

Military strategy and biology

hiding the real and showing the false so an adversary or predator acts on a wrong picture of the world.

Any pattern of hiding the real and showing the false that leads an adversary or a predator to act on a wrong picture of the world. Bell and Whaley built a general theory in 1991 on that pairing (dissimulation by masking, repackaging, and dazzling; simulation by mimicking, inventing, and decoying) and applied it from Normandy to magic tricks. Biology arrived first: Bates described in 1862 how palatable Amazonian butterflies had come to resemble unpalatable ones and gained protection from birds that had learned to avoid the model. Stevens and Merilaita's 2009 survey of camouflage treats crypsis, disruption, and masquerade as evolved deception with no deceiver's intent at all. Deception here is a functional relation between a signal and a receiver's response, selected or planned, and the deceived party is an enemy or a predator rather than a plaintiff or a subject.[12][13][14]

Unit
A signal or configuration and the receiver's mistaken response to it
Recovery means
Not applicable, success is the adversary's or predator's error
Measured by
Survival or attack rates in field and laboratory experiments; operational outcomes in campaign analysis

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Nearby collisions

intent5 fields · 9 citationsjingle · one word, five constructsknowledge6 fields · 12 citationsjingle · one name, six constructsalignment6 fields · 12 citationsjingle · one name, six constructslying aversion1 fields · 1 citationsanchor · a standalone construct

References

  1. American Law Institute. (1977). Restatement (Second) of Torts (§ 525, Liability for fraudulent misrepresentation). American Law Institute.
  2. Green, L. (1930). Deceit. Virginia Law Review, 16(8), 749–775. https://doi.org/10.2307/1066651
  3. Fraud by wire, radio, or television, 18 U.S.C. § 1343 (2024).
  4. DePaulo, B. M., Lindsay, J. J., Malone, B. E., Muhlenbruck, L., Charlton, K., & Cooper, H. (2003). Cues to deception. Psychological Bulletin, 129(1), 74–118. https://doi.org/10.1037/0033-2909.129.1.74
  5. Bond, C. F., Jr., & DePaulo, B. M. (2006). Accuracy of deception judgments. Personality and Social Psychology Review, 10(3), 214–234. https://doi.org/10.1207/s15327957pspr1003_2
  6. Vrij, A. (2008). Detecting lies and deceit: Pitfalls and opportunities (2nd ed.). Wiley.
  7. Buller, D. B., & Burgoon, J. K. (1996). Interpersonal deception theory. Communication Theory, 6(3), 203–242. https://doi.org/10.1111/j.1468-2885.1996.tb00127.x
  8. Crawford, V. P., & Sobel, J. (1982). Strategic information transmission. Econometrica, 50(6), 1431–1451. https://doi.org/10.2307/1913390
  9. Gneezy, U. (2005). Deception: The role of consequences. American Economic Review, 95(1), 384–394. https://doi.org/10.1257/0002828053828662
  10. Hubinger, E., van Merwijk, C., Mikulik, V., Skalse, J., & Garrabrant, S. (2019). Risks from learned optimization in advanced machine learning systems. arXiv:1906.01820 https://doi.org/10.48550/arXiv.1906.01820
  11. Park, P. S., Goldstein, S., O'Gara, A., Chen, M., & Hendrycks, D. (2024). AI deception: A survey of examples, risks, and potential solutions. Patterns, 5(5), 100988. https://doi.org/10.1016/j.patter.2024.100988
  12. Bell, J. B., & Whaley, B. (1991). Cheating and deception. Transaction Publishers.
  13. Bates, H. W. (1862). Contributions to an insect fauna of the Amazon valley. Lepidoptera: Heliconidae. Transactions of the Linnean Society of London, 23(3), 495–566. https://doi.org/10.1111/j.1096-3642.1860.tb00146.x
  14. Stevens, M., & Merilaita, S. (2009). Animal camouflage: Current issues and new perspectives. Philosophical Transactions of the Royal Society B: Biological Sciences, 364(1516), 423–427. https://doi.org/10.1098/rstb.2008.0217

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