Intelligent Agent Foundations Forumsign up / log in
Fixed point theorem in the finite and infinite case
discussion post by Victoria Krakovna 1057 days ago | Jim Babcock and Patrick LaVictoire like this | discuss

Janos and I started working on extending the fixed point theorem to the infinite case at MIRI’s June decision theory workshop with Patrick and Benja. This post attempts to exhibit the finite version of the theorem and speculates about a plausible extension.

Algorithm for the finite case

Suppose we’re given variables \(p_1,\dots,p_n\), and statements \(p_i\leftrightarrow \phi_i(p_1,\dots,p_n)\) where each \(\phi_i\) is fully modalized (no variables occur outside modal subformulas). We will describe an algorithm for constructing sentences \(\psi_i\) with no free variables, such that the original statements are equivalent to \(p_1\leftrightarrow \psi_1,\dots,p_n\leftrightarrow \psi_n\).

For simplification purposes, we will assume that each \(\phi_i\) is only singly modalized (none of the modal subformulas contain further modal subformulas). If not, we can introduce new variables for each subformula of the form \(\square \phi_{i,j}\) that occurs in a fully modalized context.

Now consider a sequence of theories \(W_0,W_1,\dots\), where \(W_i\equiv PA\cup\{\square^{i+1} \bot,\lnot\square^i\bot\}\).

In \(W_0\), it’s easy to determine the truth value of each \(p_i\): every modal subformula can be replaced with \(\top\), leaving a propositional formula with no variables.

Now suppose we’ve done this for \(W_0,\dots,W_{n-1}\). Then, a statement \(\square \phi\) will be true in \(W_n\) iff

\[PA\vdash(\square^{n+1}\bot\land\lnot\square^n\bot)\to\square\phi \Leftrightarrow\square^n\bot\lor\square(\square^n \bot \rightarrow \phi) \Leftrightarrow\square^n\bot\lor\square\bigwedge_{i=0}^{n-1}((\square^{i+1} \bot\land \lnot\square^i \bot)\rightarrow \phi)\]

Therefore \(\square \phi\) will be true in \(W_n\) iff \(\phi\) is true in \(W_0,\dots,W_{n-1}\); this will let us evaluate the truth value of \(p_i\) in all of the theories \(W_1,\dots,W_n\).

It’s clearly the case that every modal subformula will have truth value stabilizing, therefore every \(p_i\) will also. So there is an \(N\) such that \(W_n\) has the same truth values as \(W_N\) for \(n>N\). Now if \(W_N\vdash p_i\), construct \(\psi_i\equiv\lnot\bigvee_{i:W_i\vdash \lnot p_i} (\square^{i+1}\bot\land\lnot\square^i\bot)\); otherwise construct \(\psi_i\equiv\bigvee_{i:W_i\vdash p_i} (\square^{i+1}\bot\land\lnot\square^i\bot)\). These are variable-free formulas.

Infinite case example: Procrastination Bot

def ProcrastinationBot\(_N\)(X):

if \(PA+N \vdash \square X(PB_{N+1}) = C\):

return C

else: return D

Constructing the fixed point

Let \(p_{ij}\) denote whether \(PB_i\) cooperates with \(PB_j\). Then \[p_{ij} \leftrightarrow \square_i p_{j, i+1} =\square_i \square_j p_{i+1,j+1}\] where \(\square_i\) stands for \(\lnot \square^i \bot \rightarrow \square\) (e.g. \(\square_0 = \square\)).

Then the following statements hold \[p_{00} \leftrightarrow\square \square p_{11}\] \[p_{11} \leftrightarrow \square_1 \square_1 p_{22} \equiv \lnot \square \bot \rightarrow \square (\lnot \square \bot \rightarrow \square p_{22})\] \[\dots\]

In \(W_0\), any statement with a box in front of it is true, so any statement where a boxed statement is implied is also true. Thus, all the relevant statements are true in \(W_0\):

Theory \(p_{00}\) \(\square \square p_{11}\) \(p_{11}\) \(\lnot \square \bot \rightarrow \square (\lnot \square \bot \rightarrow \square p_{22})\) \(\lnot \square \bot \rightarrow \square p_{22}\) \(p_{22}\) \(\dots\)
\(W_0\) \(\top\) \(\top\) \(\top\)

In \(W_{i+1}\), all the implied statements are boxed statements that were true in \(W_i\), e.g. \(\square p_{22}\) or \(\lnot \square \bot \rightarrow \square p_{22}\). Thus, all the relevant statements are true in \(W_{i+1}\):

Theory \(p_{00}\) \(\square \square p_{11}\) \(p_{11}\) \(\lnot \square \bot \rightarrow \square (\lnot \square \bot \rightarrow \square p_{22})\) \(\lnot \square \bot \rightarrow \square p_{22}\) \(p_{22}\) \(\dots\)
\(W_0\) \(\top\) \(\top\) \(\top\) \(\top\) \(\top\) \(\top\)
\(\vdots\) \(\vdots\) \(\vdots\) \(\vdots\) \(\vdots\) \(\vdots\) \(\vdots\)
\(W_{i+1}\) \(\top\) \(\top\) \(\top\)

Thus, any Procrastination Bot cooperates with any other Procrastination Bot.

Existence and uniqueness of the fixed point via quining

Given a formula \(\psi(m,n)\), there exists formula \(\phi(n)\) such that \(\vdash\phi(n)\leftrightarrow\psi(\ulcorner\phi\urcorner,n)\). The quine construction (thanks Benja!) is \[\phi(n)\equiv\psi(\mbox{let }k=\ulcorner\psi(\mbox{let }k=x\mbox{ in }\operatorname{subst}_{\ulcorner x\urcorner}(\operatorname{quote}(k),k))\urcorner\mbox{ in }\operatorname{subst}_{\ulcorner x\urcorner}(\operatorname{quote}(k),k),n)\]

Let \(\psi(\ulcorner \phi \urcorner, n) = \square\ulcorner \phi(\overline{n+1}) \urcorner\). Then we have \[ PA \vdash \forall n: (\phi(n) \leftrightarrow \square\ulcorner \phi(\overline{n+1}) \urcorner).\]

Now consider that \(\square \ulcorner \forall n: \phi(n) \urcorner \rightarrow \square\ulcorner \phi(\overline{n+1}) \urcorner\). Using the above, we have \[ PA \vdash \square \ulcorner \forall n: \phi(n) \urcorner \rightarrow \forall n: \phi(n).\]

By Lob’s theorem, \(PA \vdash \forall n: \phi(n)\), so a fixed point exists.

Assume there are two fixed points \(\phi\) and \(\phi'\). Then we have \[ PA \vdash \forall n: [\phi(n) \leftrightarrow \psi(\ulcorner \phi \urcorner,n)] \land [\phi'(n) \leftrightarrow \psi(\ulcorner \phi' \urcorner,n)],\] \[ PA \vdash \forall \ulcorner \phi \urcorner, \ulcorner \phi' \urcorner: \square \ulcorner \forall n: \phi(n) \leftrightarrow \phi'(n) \urcorner \rightarrow [\psi(\ulcorner \phi \urcorner, n) \leftrightarrow \psi(\ulcorner \phi' \urcorner, n)]\] Thus, \(PA \vdash \forall n: \phi(n) \leftrightarrow \phi'(n)\), so the fixed points are the same.





NEW LINKS

NEW POSTS

NEW DISCUSSION POSTS

RECENT COMMENTS

Note: I currently think that
by Jessica Taylor on Predicting HCH using expert advice | 0 likes

Counterfactual mugging
by Jessica Taylor on Doubts about Updatelessness | 0 likes

What do you mean by "in full
by David Krueger on Doubts about Updatelessness | 0 likes

It seems relatively plausible
by Paul Christiano on Maximally efficient agents will probably have an a... | 1 like

I think that in that case,
by Alex Appel on Smoking Lesion Steelman | 1 like

Two minor comments. First,
by Sam Eisenstat on No Constant Distribution Can be a Logical Inductor | 1 like

A: While that is a really
by Alex Appel on Musings on Exploration | 0 likes

> The true reason to do
by Jessica Taylor on Musings on Exploration | 0 likes

A few comments. Traps are
by Vadim Kosoy on Musings on Exploration | 1 like

I'm not convinced exploration
by Abram Demski on Musings on Exploration | 0 likes

Update: This isn't really an
by Alex Appel on A Difficulty With Density-Zero Exploration | 0 likes

If you drop the
by Alex Appel on Distributed Cooperation | 1 like

Cool! I'm happy to see this
by Abram Demski on Distributed Cooperation | 0 likes

Caveat: The version of EDT
by 258 on In memoryless Cartesian environments, every UDT po... | 2 likes

[Delegative Reinforcement
by Vadim Kosoy on Stable Pointers to Value II: Environmental Goals | 1 like

RSS

Privacy & Terms