Wiki card — concept node for
exp-families-stability.
Theorem (Tychonoff 1935). Let \(u : [0, T] \times \mathbb{R}^d \to \mathbb{R}\) be a classical solution of the heat equation \(\partial_t u = \tfrac12 \Delta u\) with \(u(0, \cdot) = 0\). If there exist \(C, a > 0\) such that
\[ |u(t, x)| \;\le\; C\, e^{a\|x\|^2} \qquad \forall (t, x) \in [0, T] \times \mathbb{R}^d, \tag{Tych} \]
then \(u \equiv 0\) on \([0, T/(2a)] \times \mathbb{R}^d\).
The sub-Gaussian growth hypothesis (Tych) is sharp: Tychonoff exhibited a non-zero solution violating (Tych) (growth \(e^{a\|x\|^{2+\varepsilon}}\) for any \(\varepsilon > 0\)), showing the heat Cauchy problem is not uniquely solvable in full generality.
Corollary (Widder 1944). If \(u \ge 0\) (positivity restriction), uniqueness holds without any growth hypothesis on \([0, T] \times \mathbb{R}^d\).
Tychonoff's non-uniqueness example: define, for \(a \in \mathbb{R}\), \[ g(t) \;=\; \begin{cases} e^{-1/t^2} & t > 0 \\ 0 & t \le 0 \end{cases}, \qquad u(t, x) \;=\; \sum_{n = 0}^\infty \frac{g^{(n)}(t)}{(2n)!}\, x^{2n}. \]
Claim. The series converges for all \((t, x)\), \(\partial_t u = \tfrac12 \partial_{xx} u\) holds classically, and \(u(0, x) = 0\) for all \(x\), yet \(u \not\equiv 0\).
Sketch. \(g\) is \(C^\infty\) with all derivatives vanishing at \(0\); Cauchy estimates show \(|g^{(n)}(t)| \le n!\,(2 e/t^2)^n\), so the series converges. Term- by-term differentiation is justified by majorant geometric series; the identity \(\partial_t u = \tfrac12 \partial_{xx} u\) is checked shift-by-shift. At \(t = 0\), every \(g^{(n)}(0) = 0\), so \(u(0, x) = 0\).
Yet \(u(t, x)\) grows like \(e^{c x^2/t}\) as \(x \to \infty\) for fixed \(t > 0\), violating (Tych) for any \(a\) once \(x^2/t \gg 2a\). So the growth condition is necessary.
Take-away for Q3. The converse "HJ \(\Rightarrow\) stability" needs either a growth certificate on \(u_t = Z_{\theta_t} p_{\theta_t}\), or the Widder positivity argument. Since \(p_{\theta_t} > 0\), Widder is the clean path — and the proof of Q3 converse thereby avoids any hand-waving about integrability.