About this map
Sections
What this is
Quantum algorithms are not written from scratch. They are assembled from a small number of reusable steps, and almost every published method is a different route through the same handful of them.
This is a map of those routes. Circles are the things an algorithm can be holding. Lines are the steps that carry you from one to the next. A method is a path across.
Nothing here is generated. Every line was read out of a paper and checked against it.
How to read it
- Something you can hold — a state, a matrix, a circuit, an answer.
- The same, in the middle of a step you have opened.
- A step. Someone has published a way through it.
- A step whose way through has not been pinned to one method.
- A step nothing published fills yet.
- A step you have opened. What is drawn inside it is how it was done.
- There is a record in the repository for this one.
How to move around
- Two fingers move the map. Pinch to zoom, or hold ctrl and scroll.
- Click a step to open it in place — everything else stays where it is.
- Click a name to read the full record without leaving the map.
- Arrow keys move, plus and minus zoom, zero puts it back.
What a line is claiming
A solid line means a paper puts those two steps together and we have the citation. A long-dashed line means the route is recorded but no single method has been named for that step. A short-dashed line means nothing published fills it — the step is real, the way through is not written yet.
A count after a step's name — ×T/h, ×O(κ) — means the route walks that step that many times rather than once. It is the source's own symbol, and the card says what it stands for and what one turn costs. A step with no count is a step no source we read said is repeated, which is not the same as one taken once.
A line drawn nested under another, on the soft shaded band behind it, is a narrower version of the line above it: the same construction, re-analysed or re-tuned, filling the same step. It is why two lines can draw the identical interior and still be two entries. Lines outside the band are alternatives to their neighbours, not versions of them.
The map does not hide the gaps. An empty step is drawn as an empty step.
What is not here yet
The map covers the algorithm literature. The repository covers circuits and primitives. They overlap less than you would expect, and where a method has no record we say so on its page rather than leaving the space blank.
Where something named here does have a record, its name links straight to it.
Method
Backward (implicit) Euler
First-order implicit stepping: each step solves . -stability is the classical reason to prefer it for stiff generators, since it removes the explicit method's step-size restriction.
Open the full recordFills the slot: Choose a time discretization or propagator approximation
On a quantum computer the trade differs from the classical one: each implicit step is itself a linear solve, so implicit stepping does not remove the quantum-linear-solve layer below — it invokes it repeatedly, or folds the whole trajectory into one larger block system and hands that over instead. Written out step by step it is one solve per time step, of them to reach time , and each step's solve consumes the previous step's output as its right-hand side, so the chain is a quantum state passed forward and never a number read out. That is what makes the repetition expensive rather than merely long: a quantum linear solve succeeds only on a flagged branch, and the flags multiply down the chain, so the amplification bill compounds with the number of steps. Folding the trajectory into one banded system — which is what the all-at-once encodings do, and what the deliverable of this layer is — is how the published treatments spend that once instead of times. Still first order, so the precision dependence stays polynomial in . The nearest published quantum treatment, by Dong, Li and Xue, encodes diagonal Padé approximations of the matrix exponential into a large, block-sparse linear system solved via a quantum linear system algorithm; backward Euler is the subdiagonal approximant and is not among the schemes they analyse. No primary quantum source verified here gives an end-to-end complexity or conditioning bound for a pure backward-Euler encoding.
The generator , the interval , an error tolerance , and a target algebraic form.
Linear ODE system → Linear system Ax = bsolve against I - hA at each step
Each step solves , once per time step — of them to reach time . approximation: First-order implicit stepping, so the precision dependence stays polynomial in .
approximation
The discrete object, its truncation-error bound, and its conditioning bound.
None found yet.
Dong, Li and Xue (arXiv:2504.06948) set the off-diagonal Padé cases aside in one sentence of Section 3.1 — "we consider the case p = q = k in the rest of the paper" — and backward Euler is the (0,1) member. Everything they then measure is diagonal, so the paper's experiments are about schemes this record is not.
given A, b, u_0, step size h, horizon T
for k = 0 … T/h − 1:
# one quantum linear solve; being implicit does not remove the layer
solve (I − hA) u_{k+1} = u_k + h b_{k+1}
# u_{k+1} is a quantum state handed to the next step, never read out
return u_{T/h}No verified source states an end-to-end cost for a pure backward-Euler encoding, and the field says so. The nearest treatment, Dong, Li and Xue, proves its complexity theorems for diagonal Padé approximants of order ; backward Euler is the subdiagonal approximant, outside them. What the repetition itself charges — one flagged linear solve per step, of them — is in conditions.
None found yet.
None found yet.
Dong, Li and Xue implement diagonal Pade approximants and nothing else. Their Section 3.1 sets the off-diagonal cases aside in one sentence — "Since the diagonal Pade approximation () is usually preferred over the off-diagonal cases (), we consider the case in the rest of the paper" — two sections before the first experiment, and backward Euler is the approximant. The words "backward Euler" appear nowhere in the paper. So there is no implementation of THIS scheme to write up, which is the same sentence that stops `cost` quoting a complexity here.
Of the papers cited here, 1 reports numerics — nobody has written those up yet.
None found yet.
References
- A quantum algorithm for linear autonomous differential equations via Padé approximation
Dekuan Dong, Yingzhou Li, Jungong Xue · 2025
Where the routes meet
11 problems nothing else needs — the places a reader arrives. Open a line to see what is recorded inside it, or click its name to go there.
12 lines have something recorded inside that you have not opened.
Of the routes that have been taken apart, 15 are built entirely from named slots, 15 hand off part of the work and finish the rest themselves, and 20 are one undivided act. None of the three is a defect; they are different things to reuse.
Every line on this figure, in words
The lines on this figure
Solve a nonlinear ODE dy/dt = F(y)
- Embed a nonlinear system into a linear one — opens into 6 · a way across — click it to open it here
- Solve a linear ODE du/dt = A(t)u + b(t) — opens into 9 · a way across — click it to open it here
- Choose a time discretization or propagator approximation → Quantum linear solve — open
- Choose a time discretization or propagator approximation — open · opened: what was inside is drawn in its place
- Forward (explicit) Euler
- Backward (implicit) Euler
- Trapezoidal rule (Crank-Nicolson)
- Truncated Taylor series of the propagator
- Truncated Dyson series of the propagator
- Chebyshev pseudospectral collocation
- Quantum linear solve — opens into 5 · a way across — click it to open it here
- Simulate Hamiltonian evolution → Estimate an observable — open
- Simulate Hamiltonian evolution — opens into 3 · a way across — click it to open it here
- Estimate an observable — opens into 4 · a way across — click it to open it here
Estimate an excited-state energy
- Variational quantum deflation — opens into 3 · a way across — click it to open it here
- Subspace-search variational eigensolver — opens into 3 · a way across — click it to open it here
- Quantum subspace expansion
- Quantum equation of motion
- Folded-spectrum variational eigensolver — opens into 3 · a way across — click it to open it here
- Penalty-constrained variational eigensolver — opens into 3 · a way across — click it to open it here
- Multistate contracted variational eigensolver — opens into 3 · a way across — click it to open it here
Every step you can open
1 of these have an object recorded in the middle; the rest open into the methods that fill them.
- Solve a nonlinear ODE dy/dt = F(y)
- Replace a spatial domain with a finite grid
- Discretize a PDE into one linear system
- Embed a nonlinear system into a linear one
- Solve a linear ODE du/dt = A(t)u + b(t)
- Recast a non-Hermitian generator as Hamiltonian evolution
- Choose a time discretization or propagator approximation
- Quantum linear solve
- Matrix function
- QSP phase factors
- Polynomial approximation
- Block-encode a matrix
- Prepare an input state
- Amplify a success branch
- Simulate Hamiltonian evolution
- Estimate an observable
- Compile a circuit to a specific device
- Satisfy the hardware connectivity constraint
- Approximate a continuous rotation in a discrete gate set
- Recover a noiseless expectation value by post-processing
- Build logical qubits at a target logical error rate
- Estimate a Hamiltonian's ground-state energy
- Choose a parameterised trial state
- Minimise the objective over the parameters
- Estimate an excited-state energy
- Measure what the machine can actually do
- Recover the period of a periodic function
- Estimate the eigenphase of a unitary
- Find the item a check accepts
- Walk a graph to the vertex you want
- Search a cost Hamiltonian for the assignment it minimises
What is on this map, counted
What is here, counted
147 nodes — 31 slots and 116 methods.
76 of the 147 link to a record in the Atlas, between them naming 89 records. The rest name papers and nothing else: this graph describes work the catalogue has not got yet, and the nodes with no record are the list of what a corpus pass has to go and read.
0 slots have no method recorded, and 32 methods have not been taken apart. Both are shown as what they are rather than left blank.
Every claim here rests on a source. This graph cites 140 papers; they and the 172 the Atlas cites alone are registered in one place, with what each reports and everywhere it is cited from. Papers