Jeanne Colbois - Institut Néel CNRS - Grenoble - France
Nicolas Laflorencie
Fabien Alet
LPT Toulouse CNRS - France
Ashirbad Padhan
Phys. Rev. Lett. 136 (2026)
1
Ergodicity breaking transitions through entanglement entropy
Density-density correlation functions
Many-body localization & many-body resonances
1
Density-density correlation functions
Many-body localization & many-body resonances
\(h\)
Ergodic
Finite-size crossover
Rare large correlations at long distances
Ergodicity breaking transitions through entanglement entropy
2
\(h_i = h \cos(2\pi \beta i + \phi)\)
Harper Proc. Phys. Soc. (1955)
S. Aubry and G. Andre, Ann. Israel Phys. Soc(1980)
Hofstadter, PRB (1976)
S. Ya. Jitomirskaya, Ann. Math. 150, (1999)
Szabo & Schneider, PRB (2018)
Cookmeyer et al. PRB (2020)
Hopjan et al. PRB (2021)
Gottlob et al. , PRX quantum (2025)
2
\(h_i = h \cos(2\pi \beta i + \phi)\)
Irrational
Harper Proc. Phys. Soc. (1955)
S. Aubry and G. Andre, Ann. Israel Phys. Soc(1980)
Hofstadter, PRB (1976)
S. Ya. Jitomirskaya, Ann. Math. 150, (1999)
Szabo & Schneider, PRB (2018)
Cookmeyer et al. PRB (2020)
Hopjan et al. PRB (2021)
Gottlob et al. , PRX quantum (2025)
2
\(h_i = h \cos(2\pi \beta i + \phi) , \beta = \frac{\sqrt{5}-1}{2}, \phi \in [0,2\pi)\)
Irrational
Harper Proc. Phys. Soc. (1955)
S. Aubry and G. Andre, Ann. Israel Phys. Soc(1980)
Hofstadter, PRB (1976)
S. Ya. Jitomirskaya, Ann. Math. 150, (1999)
Szabo & Schneider, PRB (2018)
Cookmeyer et al. PRB (2020)
Hopjan et al. PRB (2021)
Gottlob et al. , PRX quantum (2025)
2
\(h_i = h \cos(2\pi \beta i + \phi) , \beta = \frac{\sqrt{5}-1}{2}, \phi \in [0,2\pi)\)
Irrational
random
Harper Proc. Phys. Soc. (1955)
S. Aubry and G. Andre, Ann. Israel Phys. Soc(1980)
Hofstadter, PRB (1976)
S. Ya. Jitomirskaya, Ann. Math. 150, (1999)
Szabo & Schneider, PRB (2018)
Cookmeyer et al. PRB (2020)
Hopjan et al. PRB (2021)
Gottlob et al. , PRX quantum (2025)
2
Harper Proc. Phys. Soc. (1955)
S. Aubry and G. Andre, Ann. Israel Phys. Soc(1980)
Hofstadter, PRB (1976)
S. Ya. Jitomirskaya, Ann. Math. 150, (1999)
\(h_i = h \cos(2\pi \beta i + \phi) , \beta = \frac{\sqrt{5}-1}{2}, \phi \in [0,2\pi)\)
Szabo & Schneider, PRB (2018)
Cookmeyer et al. PRB (2020)
Hopjan et al. PRB (2021)
Gottlob et al. , PRX quantum (2025)
Delocalized
\(h\)
\(h_c = 1\)
Localized
1. Example of delocalization-localization in 1D
2. SELF-DUAL
2. All localization lengths SAME
3. Universal properties determined by the continued fraction expansion of \(\beta\)
\(\xi_{\rm AA} = \frac{1}{\ln(h/J)}\)
Irrational
random
3
\(h_i = h \cos(2\pi \beta i + \phi) , \beta = \frac{\sqrt{5}-1}{2}, \phi \in [0,2\pi)\)
Roati et al. (Ignuscio), Nature (2008)
Localization in a quasiperiodic non-interacting BEC
\(\Delta\) is the amplitude
\(h/J\) grows
\(\Delta = 0\)
3
\(h_i = h \cos(2\pi \beta i + \phi) , \beta = \frac{\sqrt{5}-1}{2}, \phi \in [0,2\pi)\)
Roati et al. (Ignuscio), Nature (2008)
Localization in a quasiperiodic non-interacting BEC
\(\Delta\) is the amplitude
Attraction / repulsion
\(h/J\) grows
\(\Delta = 0\)
3
\(h_i = h \cos(2\pi \beta i + \phi) , \beta = \frac{\sqrt{5}-1}{2}, \phi \in [0,2\pi)\)
Fleischman, Anderson, (1980); Altschuler, et al (1997); Gornyi et al (2005); Basko et al (2006) ; Pal and Huse (2010); Luitz et al (2015) [...and a whole field!...]
Roati et al. (Ignuscio), Nature (2008)
Localization in a quasiperiodic non-interacting BEC
\(\Delta\) is the amplitude
Attraction / repulsion
\(h/J\) grows
\(\Delta = 0\)
3
\(h_i = h \cos(2\pi \beta i + \phi) , \beta = \frac{\sqrt{5}-1}{2}, \phi \in [0,2\pi)\)
Schreiber et al. (Bloch), Science (2015)
Imbalance in an interacting (spinful) Aubry-André model.
\(U\) is the onsite repulsion, \(J\) the hopping, \(\Delta\) the amplitude
\(h/J\) grows
\(\Delta \neq 0\)
\(h/J = 0\)
See also Lüschen et al., PRL (2017, 2018)
Attraction / repulsion
Ising interactions
1. QP vs Random-field Heisenberg chains at high energy
2. Spin-spin correlations
3. Large long-range correlations on the MBL side
Jordan-Wigner
\(L/2\) fermions
\(S^z_{\rm tot} = 0\)
4
Iyer et al. PRB (2013), Naldesi et al. SciPost (2016), Doggen et al. PRB (2019), Sierant & Zakrewski PRB (2022), Faulend et al. (2026)...
\(h_i = h \cos(2\pi \beta i + \phi) , \beta = \frac{\sqrt{5}-1}{2}, \phi \in [0,2\pi)\)
\(J = 1, \Delta = 1\)
Deterministic, autocorrelated
4
Iyer et al. PRB (2013), Naldesi et al. SciPost (2016), Doggen et al. PRB (2019), Sierant & Zakrewski PRB (2022), Faulend et al. (2026)...
\(h_i = h \cos(2\pi \beta i + \phi) , \beta = \frac{\sqrt{5}-1}{2}, \phi \in [0,2\pi)\)
\(J = 1, \Delta = 1\)
Text
Ergodic
\(h\)
MBL
Volume law
Random matrix level stat.
Ergodic eigenstates
ETH
Area law
Poisson statistics
Multifractal eigenstates
Emergent integrability
In some aspects, similar to random-field:
4
Iyer et al. PRB (2013), Naldesi et al. SciPost (2016), Doggen et al. PRB (2019), Sierant & Zakrewski PRB (2022), Faulend et al. (2026)...
\(h_i = h \cos(2\pi \beta i + \phi) , \beta = \frac{\sqrt{5}-1}{2}, \phi \in [0,2\pi)\)
\(J = 1, \Delta = 1\)
Text
Ergodic
\(h\)
MBL
Volume law
Random matrix level stat.
Ergodic eigenstates
ETH
Area law
Poisson statistics
Multifractal eigenstates
Emergent integrability
In some aspects, similar to random-field:
Challenges:
Ultraslow dynamics
Strong finite-size drifts
5
Ergodic
\(h\)
MBL
\(h_i = h \cos(2\pi \beta i + \phi) , \beta = \frac{\sqrt{5}-1}{2}, \phi \in [0,2\pi)\)
\(J = 1, \Delta = 1\)
Iyer et al. PRB (2013), Naldesi et al. SciPost (2016), Doggen et al. PRB (2019), Sierant & Zakrewski PRB (2022)
5
Ergodic
\(h\)
MBL
\(h_i = h \cos(2\pi \beta i + \phi) , \beta = \frac{\sqrt{5}-1}{2}, \phi \in [0,2\pi)\)
\(J = 1, \Delta = 1\)
\(h_c^{{\rm finite}} \in [1.5, 5]\)
Iyer et al. PRB (2013), Naldesi et al. SciPost (2016), Doggen et al. PRB (2019), Sierant & Zakrewski PRB (2022)
Ergodic
\(h\)
MBL
\(h_i = h \cos(2\pi \beta i + \phi) , \beta = \frac{\sqrt{5}-1}{2}, \phi \in [0,2\pi)\)
A
\(S = -\mathrm{Tr} \rho_A \ln \rho_A\)
\(L\)
\(S/L\)
\(L\)
\(S/L\)
Padhan et al. PRL (2026)
\(J = 1, \Delta = 1\)
5
Khemani et al - PRL, PRX (2017), Aramthottil et al. PRB (2021), Falcao et al. PRB (2024), ....
RMT from Vidmar and M. Rigol, PRL (2017).
\(h_c^{{\rm finite}} \in [1.5, 5]\)
High energy eigenstates:
Ergodic
\(h\)
MBL
\(h_i = h \cos(2\pi \beta i + \phi) , \beta = \frac{\sqrt{5}-1}{2}, \phi \in [0,2\pi)\)
Padhan et al. PRL (2026)
\(J = 1, \Delta = 1\)
Khemani et al - PRL, PRX (2017), Aramthottil et al. PRB (2021), Falcao et al. PRB (2024), ....
RMT from Vidmar and M. Rigol, PRL (2017).
\(h_c^{{\rm finite}} \in [1.5, 5]\)
5
High energy eigenstates:
A
\(S = -\mathrm{Tr} \rho_A \ln \rho_A\)
\(L\)
\(S/L\)
\(L\)
\(S/L\)
Ergodic
\(h\)
MBL
\(h_c^{{\rm finite}} \in [1.5, 5]\)
\(h_i = h \cos(2\pi \beta i + \phi) , \beta = \frac{\sqrt{5}-1}{2}, \phi \in [0,2\pi)\)
Padhan et al. PRL (2026)
\(J = 1, \Delta = 1\)
Khemani et al - PRL, PRX (2017), Aramthottil et al. PRB (2021), Falcao et al. PRB (2024), ....
RMT from Vidmar and M. Rigol, PRL (2017).
5
6
\(J = 1, \Delta = 1\)
\(h_i = h \cos(2\pi \beta i + \phi) , \beta = \frac{\sqrt{5}-1}{2}, \phi \in [0,2\pi)\)
1. Weaker \(h_c\) (finite-size)
Iyer et al. (2013), Khemani et al. PRL (2017)
Autocorrelated, deterministic
\(J = 1, \Delta = 1\)
\(h_i = h \cos(2\pi \beta i + \phi) , \beta = \frac{\sqrt{5}-1}{2}, \phi \in [0,2\pi)\)
Iyer et al. (2013), Khemani et al. PRL (2017)
2. Slower drift, sharper crossover
Khemani et al. PRL (2017), Aramthottil et al PRB (2021)
Autocorrelated, deterministic
6
1. Weaker \(h_c\) (finite-size)
6
\(J = 1, \Delta = 1\)
\(h_i = h \cos(2\pi \beta i + \phi) , \beta = \frac{\sqrt{5}-1}{2}, \phi \in [0,2\pi)\)
Iyer et al. (2013), Khemani et al. PRL (2017)
Autocorrelated, deterministic
Khemani et al. PRX, PRL (2017) (with next-nearest neighbours)
3. Sample-to-sample fluctuations
Khemani et al. PRL (2017), Aramthottil et al PRB (2021)
Suntajs, et al . PRB (2020) (RHFC), Aramthottil et al PRB (2021)
1. Weaker \(h_c\) (finite-size)
2. Slower drift, sharper crossover
Khemani et al. PRL (2017), Aramthottil et al PRB (2021)
\(J = 1, \Delta = 1\)
\(h_i = h \cos(2\pi \beta i + \phi) , \beta = \frac{\sqrt{5}-1}{2}, \phi \in [0,2\pi)\)
Iyer et al. (2013), Khemani et al. PRL (2017)
Autocorrelated, deterministic
Khemani et al. PRX, PRL (2017) (with next-nearest neighbours)
3. Sample-to-sample fluctuations
Khemani et al. PRL (2017), Aramthottil et al PRB (2021)
Suntajs, et al . PRB (2020) (RHFC), Aramthottil et al PRB (2021)
6
1. Weaker \(h_c\) (finite-size)
2. Slower drift, sharper crossover
Khemani et al. PRL (2017), Aramthottil et al PRB (2021)
8
avalanche instability
De Roeck, Huveneers, Luitz, Thierry,... (2017-2020)
Crowley, Chandran, Long, Vanoni (2020-now)
Morningstar et al (2022)
RFHC picture:
8
avalanche instability
De Roeck, Huveneers, Luitz, Thierry,... (2017-2020)
Crowley, Chandran, Long, Vanoni (2020-now)
Morningstar et al (2022)
RFHC picture:
Yes...
But...
Imbalance at strong amplitude
8
avalanche instability
De Roeck, Huveneers, Luitz, Thierry,... (2017-2020)
Crowley, Chandran, Long, Vanoni (2020-now)
Morningstar et al (2022)
RFHC picture:
Yes...
But...
Slower drift (log?) / sharper crossover (exp)
Khemani et al. PRL (2017), Aramthottil et al. PRB (2021), Falcao et al, PRB (2024), ....
Agrawal et al. PRB (2022), Stralj et al. PRB (2022),
Crowley and Chandran (2022), Bordia et al. (2018), Hur et al. (2025),...
Sierant and Zakrewski PRB (2022)
Discussion around stability in 2D?
Discussion around stability in 2D?
Agrawal et al. PRB (2022), Stralj et al. PRB (2022),
Crowley and Chandran (2022), Bordia et al. (2018), Hur et al. (2025),...
Imbalance at strong amplitude
Sierant and Zakrewski PRB (2022)
8
avalanche instability
De Roeck, Huveneers, Luitz, Thierry,... (2017-2020)
Crowley, Chandran, Long, Vanoni (2020-now)
Morningstar et al (2022)
RFHC picture:
Yes...
But...
Slower drift (log?) / sharper crossover (exp)
Khemani et al. PRL (2017), Aramthottil et al. PRB (2021), Falcao et al, PRB (2024), ....
Znidaric, Ljuobtina, PNAS (2018)
Sharper weak interaction instability
Slow "creep" - 2-point correl.
Weiner et al. PRB (2019)
No proof of MBL in QP systems
9
many-body resonances
here - end to end QMI
\(\pm\)
Gopalakrishnan et al (2015); Khemani et al. (2017); Kjäll (2018); Villalonga and Clark (2020); Garratt et al (2021); Crowley and Chandran (2022); Morningstar et al (2022); Colbois et al. (2024); Laflorencie et al (2025)
Morningstar et al PRB (2022)
RFHC picture:
9
many-body resonances
here - end to end QMI
\(\pm\)
Gopalakrishnan et al (2015); Khemani et al. (2017); Kjäll (2018); Villalonga and Clark (2020); Garratt et al (2021); Crowley and Chandran (2022); Morningstar et al (2022); Colbois et al. (2024); Laflorencie et al (2025)
Morningstar et al PRB (2022)
RFHC picture:
see also Weiner et al. (2019)
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
10
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
\(C_{ij}^{zz} \rightarrow \langle n_i n_{j} \rangle - \langle n_i \rangle \langle n_{j} \rangle\)
Density-density correlations, QP Bose-Hubbard
10
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
\(C_{ij}^{zz} \rightarrow \langle n_i n_{j} \rangle - \langle n_i \rangle \langle n_{j} \rangle\)
Density-density correlations, QP Bose-Hubbard
Correlation length
Lukin et al, Science (2019), 8 sites
10
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
\(C_{ij}^{zz} \rightarrow \langle n_i n_{j} \rangle - \langle n_i \rangle \langle n_{j} \rangle\)
Density-density correlations, QP Bose-Hubbard
Correlation length
Correlation clusters
Lukin et al, Science (2019), 8 sites
Rispoli et al. et al, Nature (2019), 12 sites
Lukin et al, Science (2019), 8 sites
10
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
Rispoli et al. et al, Nature (2019), 12 sites
\(C_{ij}^{zz} \rightarrow \langle n_i n_{j} \rangle - \langle n_i \rangle \langle n_{j} \rangle\)
Density-density correlations, QP Bose-Hubbard
Léonard et al. et al, Nat. Phys. (2022), 6+6 sites
Clean
QP
Clean
QP
Clean
QP
Correlation length
Correlation clusters
Avalanche spreading
(For a detailed numerical study on disordered systems up to 22 sites, see Szoldra et al, PRB (2024).
See also Peacock and Sels (2023))
11
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
Localized
\(|C^{\alpha,\alpha}_{r} |= A e^{-r /\xi_{\alpha}}\)
11
Localized
\(|C^{\alpha,\alpha}_{r} |= A e^{-r /\xi_{\alpha}}\)
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
Delocalized
It depends
A probe of the transition...
Weiner et al. (2019)
11
Localized
Delocalized
It depends
\(|C^{\alpha,\alpha}_{r} |= A e^{-r /\xi_{\alpha}}\)
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
Pal and Huse, PRB (2010)
see also Znidaric et al PRB (2008) and Lim & Sheng, PRB (2016)
A probe of the transition...
Weiner et al. (2019)
11
Localized
Delocalized
It depends
\(|C^{\alpha,\alpha}_{r} |= A e^{-r /\xi_{\alpha}}\)
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
...by now well studied in RFHC
Pal and Huse, PRB (2010)
see also Znidaric et al PRB (2008) and Lim & Sheng, PRB (2016)
...De Tomasi et al (2017), Bera et al. (2017), Colmenarez et al. (2019),
Varma et al., (2019), Weiner et al (2019), Villalonga & Clark (2020), Morningstar et al (2022),Szoldra et al. (2024), Colbois et al. (2024), Laflorencie et al. (2025),...
A probe of the transition...
...but not so much in QPHC
Weiner et al. (2019)
LIOMS:
11
Localized
Delocalized
It depends
\(|C^{\alpha,\alpha}_{r} |= A e^{-r /\xi_{\alpha}}\)
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
Singh et al (2021), Thomson et al. (2023), Jiang et al (2025)
...by now well studied in RFHC
Pal and Huse, PRB (2010)
see also Znidaric et al PRB (2008) and Lim & Sheng, PRB (2016)
...De Tomasi et al (2017), Bera et al. (2017), Colmenarez et al. (2019),
Varma et al., (2019), Weiner et al (2019), Villalonga & Clark (2020), Morningstar et al (2022),Szoldra et al. (2024), Colbois et al. (2024), Laflorencie et al. (2025),...
Weiner et al. PRB (2019)
Direct:
12
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
\(\exp(\overline{\ln|C^{\alpha \alpha}_{i, i+r}|})\)
Typical value:
12
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
\(\exp(\overline{\ln|C^{\alpha \alpha}_{i, i+r}|})\)
Typical value:
Distance-dependent \(|C^{\alpha\alpha}_r|\) :
see e.g. Varma et al., PRB (2019)
Villalonga and Clark (2020)
12
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
\(\exp(\overline{\ln|C^{\alpha \alpha}_{i, i+r}|})\)
Typical value:
Distance-dependent \(|C^{\alpha\alpha}_r|\) :
see e.g. Varma et al., PRB (2019)
Villalonga and Clark (2020)
Systemwide \(|C^{\alpha\alpha}_r|\) : \(r = L\)
Morningstar et al (2022)
Laflorencie et al (2025)
12
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
\(\exp(\overline{\ln|C^{\alpha \alpha}_{i, i+r}|})\)
Typical value:
Distance-dependent \(|C^{\alpha\alpha}_r|\) :
see e.g. Varma et al., PRB (2019)
Villalonga and Clark (2020)
Systemwide \(|C^{\alpha\alpha}_r|\) : \(r = L\)
Morningstar et al (2022)
Laflorencie et al (2025)
Systemwide \(|C^{\alpha\alpha}_r|\) : \(r = L/2\)
12
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
\(\exp(\overline{\ln|C^{\alpha \alpha}_{i, i+r}|})\)
Typical value:
Distance-dependent \(|C^{\alpha\alpha}_r|\) :
see e.g. Varma et al., PRB (2019)
Villalonga and Clark (2020)
Systemwide \(|C^{\alpha\alpha}_r|\) : \(r = L\)
Morningstar et al (2022)
Laflorencie et al (2025)
Systemwide \(|C^{\alpha\alpha}_r|\) : \(r = L/2\)
12
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
\(\exp(\overline{\ln|C^{\alpha \alpha}_{i, i+r}|})\)
Typical value:
Distance-dependent \(|C^{\alpha\alpha}_r|\) :
see e.g. Varma et al., PRB (2019)
Villalonga and Clark (2020)
Systemwide \(|C^{\alpha\alpha}_r|\) : \(r = L\)
Morningstar et al (2022)
Laflorencie et al (2025)
Systemwide \(|C^{\alpha\alpha}_r|\) : \(r = L/2\)
12
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
\(\exp(\overline{\ln|C^{\alpha \alpha}_{i, i+r}|})\)
Typical value:
Distance-dependent \(|C^{\alpha\alpha}_r|\) :
see e.g. Varma et al., PRB (2019)
Villalonga and Clark (2020)
Systemwide \(|C^{\alpha\alpha}_r|\) : \(r = L\)
Morningstar et al (2022)
Laflorencie et al (2025)
Systemwide \(|C^{\alpha\alpha}_r|\) : \(r = L/2\)
13
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
Random vector
JC, F. Alet, N. Laflorencie, PRL 133 and PRB 110, (2024)
Ergodic typical eigenstate
13
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
Random vector
JC, F. Alet, N. Laflorencie, PRL 133 and PRB 110, (2024)
Ergodic typical eigenstate
No spatial dependence
13
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
Random vector
JC, F. Alet, N. Laflorencie, PRL 133 and PRB 110, (2024)
Ergodic typical eigenstate
Total spin conservation
13
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
Random vector
JC, F. Alet, N. Laflorencie, PRL 133 and PRB 110, (2024)
Ergodic typical eigenstate
Total spin conservation
Hilbert space dim.
13
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
Random vector
JC, F. Alet, N. Laflorencie, PRL 133 and PRB 110, (2024)
Ergodic typical eigenstate
Total spin conservation
Hilbert space dim.
ZZ correlations dominate
13
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
Random vector
JC, F. Alet, N. Laflorencie, PRL 133 and PRB 110, (2024)
Ergodic typical eigenstate
Total spin conservation
Hilbert space dim.
Localized side of QP XX
ZZ correlations dominate
\(h = 1.4\)
13
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
Random vector
JC, F. Alet, N. Laflorencie, PRL 133 and PRB 110, (2024)
Ergodic typical eigenstate
Total spin conservation
Hilbert space dim.
ZZ correlations dominate
Localized side of QP XX
XX correlations dominate
\(h = 1.4\)
13
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
Random vector
JC, F. Alet, N. Laflorencie, PRL 133 and PRB 110, (2024)
Ergodic typical eigenstate
Total spin conservation
Hilbert space dim.
ZZ correlations dominate
Localized side of QP XX
XX correlations dominate
\(h = 1.4\)
13
\(C_{r}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+r}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+r}^{\alpha} \rangle\)
Random vector
JC, F. Alet, N. Laflorencie, PRL 133 and PRB 110, (2024)
2\(\xi^{z}_{L/2}\sim \xi^{x}_{L/2} \sim \xi^{AA}\)
Ergodic typical eigenstate
Total spin conservation
Hilbert space dim.
ZZ correlations dominate
Localized side of QP XX
XX correlations dominate
\(h_i = h \cos(2\pi \beta i + \phi) , \beta = \frac{\sqrt{5}-1}{2}, \phi \in [0,2\pi)\)
Periodic boundary conditions
\(J = 1, \Delta = 1\)
14
Entanglement entropy
Participation entropy
Gap ratio statistics
Extreme magnetization
\(\ln(C_{L/2,{\rm typ}}^{\alpha,\alpha}) =\overline{\ln|C_{L/2}^{\alpha, \alpha}|} =: -\frac{L}{2\xi_{\rm typ}^{\alpha}}+ \mathcal{O}(1) \)
14
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
\(\ln(C_{L/2,{\rm typ}}^{\alpha,\alpha}) =\overline{\ln|C_{L/2}^{\alpha, \alpha}|} =: -\frac{L}{2\xi_{\rm typ}^{\alpha}}+ \mathcal{O}(1) \)
\(h = 3.6\)
14
\(\ln(C_{L/2,{\rm typ}}^{\alpha,\alpha}) =\overline{\ln|C_{L/2}^{\alpha, \alpha}|} =: -\frac{L}{2\xi_{\rm typ}^{\alpha}}+ \mathcal{O}(1) \)
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
\(h = 3.6\)
14
\(\ln(C_{L/2,{\rm typ}}^{\alpha,\alpha}) =\overline{\ln|C_{L/2}^{\alpha, \alpha}|} =: -\frac{L}{2\xi_{\rm typ}^{\alpha}}+ \mathcal{O}(1) \)
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
\(h = 3.6\)
14
\(\ln(C_{L/2,{\rm typ}}^{\alpha,\alpha}) =\overline{\ln|C_{L/2}^{\alpha, \alpha}|} =: -\frac{L}{2\xi_{\rm typ}^{\alpha}}+ \mathcal{O}(1) \)
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
\(h = 3.6\)
14
\(\ln(C_{L/2,{\rm typ}}^{\alpha,\alpha}) =\overline{\ln|C_{L/2}^{\alpha, \alpha}|} =: -\frac{L}{2\xi_{\rm typ}^{\alpha}}+ \mathcal{O}(1) \)
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
\(h = 3.6\)
14
15
Heisenberg QP chain \(h = 3\)
Heisenberg QP chain \(h = 3\)
15
A. Padhan et al. (unpublished)
Heisenberg QP chain \(h = 3\)
15
A. Padhan et al. (unpublished)
Heisenberg QP chain \(h = 3\)
15
A. Padhan et al. (unpublished)
Heisenberg QP chain \(h = 3.6\)
A. Padhan et al. (unpublished)
15
A. Padhan et al. (unpublished)
Heisenberg QP chain \(h = 4\)
15
A. Padhan et al. (unpublished)
Heisenberg QP chain \(h = 5\)
A. Padhan et al. (unpublished)
15
A. Padhan et al. (unpublished)
Heisenberg QP chain \(h = 6\)
A. Padhan et al. (unpublished)
15
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
16
JC, F. Alet, N. Laflorencie, PRB (2024)
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
16
JC, F. Alet, N. Laflorencie, PRB (2024)
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
16
JC, F. Alet, N. Laflorencie, PRB (2024)
RFHC \(h =6\)
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
16
JC, F. Alet, N. Laflorencie, PRB (2024)
RFHC \(h =6\)
Can we say more about these events?
17
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
N. Laflorencie, JC, F. Alet, Phys. Rev. B 112, 224207 (2025)
17
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
N. Laflorencie, JC, F. Alet, Phys. Rev. B 112, 224207 (2025)
Quasiperiodic: \(h = 3.6,L = 22\)
17
Quasiperiodic: \(h = 3.6,L = 22\)
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
N. Laflorencie, JC, F. Alet, Phys. Rev. B 112, 224207 (2025)
RFHC, \(L = 16\)
QPHC \(h = 3.6,L = 22\)
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
18
N. Laflorencie, JC, F. Alet, Phys. Rev. B 112, 224207 (2025)
QPHC \(h = 3.6,L = 22\)
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
18
N. Laflorencie, JC, F. Alet, Phys. Rev. B 112, 224207 (2025)
QPHC \(h = 3.6,L = 22\)
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
N. Laflorencie, JC, F. Alet, Phys. Rev. B 112, 224207 (2025)
RFHC \(h = 20,L = 12\)
18
QPHC \(h = 3.6,L = 22\)
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
N. Laflorencie, JC, F. Alet, Phys. Rev. B 112, 224207 (2025)
RFHC \(h = 20,L = 12\)
18
QPHC \(h = 3.6,L = 22\)
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
N. Laflorencie, JC, F. Alet, Phys. Rev. B 112, 224207 (2025)
RFHC \(h = 20,L = 12\)
18
QPHC \(h = 3.6,L = 22\)
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
N. Laflorencie, JC, F. Alet, Phys. Rev. B 112, 224207 (2025)
RFHC \(h = 20,L = 12\)
18
QPHC \(h = 3.6,L = 22\)
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
N. Laflorencie, JC, F. Alet, Phys. Rev. B 112, 224207 (2025)
RFHC \(h = 20,L = 12\)
18
QPHC \(h = 3.6,L = 22\)
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
N. Laflorencie, JC, F. Alet, Phys. Rev. B 112, 224207 (2025)
RFHC \(h = 20,L = 12\)
18
Flipped
QPHC \(h = 3.6,L = 22\)
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
N. Laflorencie, JC, F. Alet, Phys. Rev. B 112, 224207 (2025)
RFHC \(h = 20,L = 12\)
Quality of the cat state
Flipped
18
QPHC \(h = 3.6,L = 22\)
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
N. Laflorencie, JC, F. Alet, Phys. Rev. B 112, 224207 (2025)
RFHC \(h = 20,L = 12\)
Quality of the cat state
Flipped
18
QPHC \(h = 3.6,L = 22\)
A. Padhan, JC, F. Alet, N. Laflorencie, PRL (2026)
N. Laflorencie, JC, F. Alet, Phys. Rev. B 112, 224207 (2025)
RFHC \(h = 20,L = 12\)
18
Simple analytical predictions
see also Falcao et al (2026) for further evidence
19
1. Number of rare events
1. Number of rare events
N. Laflorencie, JC, F. Alet, Phys. Rev. B 112, 224207 (2025)
For accessible sizes:
Rare cat-like state events with large, \(\mathcal O(1)\) correlations
19
1. Number of rare events
N. Laflorencie, JC, F. Alet, Phys. Rev. B 112, 224207 (2025)
For accessible sizes:
Rare cat-like state events with large, \(\mathcal O(1)\) correlations
2. Cat state anatomy:
\(\Delta\epsilon^{\mathrm{cat}}_{\mathrm{typ}} \propto A(h)e^{-L/\xi_{\mathrm{cat}}}\)
1.7
19
\(\Delta\epsilon_{\mathrm{typ}} \propto 2^{-L} = e^{-L/\xi_{\mathrm{ typ}}}\)
1.44
(... and many other observations)
20
20
1. Resonance counting / understanding
Extent of this regime?
Scaling and fate of this regime? \(\rightarrow\) accessibility with other methods?
QP \(\rightarrow\) link between configuration and resonances? (see Faulend et al. 2026)
20
2. Link with other observations:
Link with "creep dynamics" observed by Weiner et al. (2019)?
Link with failure to converge LIOMS below (relatively larger) disorder in Singh et al. (2021)?
1. Resonance counting / understanding
Extent of this regime?
Scaling and fate of this regime? \(\rightarrow\) accessibility with other methods?
QP \(\rightarrow\) link between configuration and resonances? (see Faulend et al. 2026)
21
Spin chain in a quasiperiodic field
\(C_{L/2}^{\alpha\alpha} = \langle S_i^{\alpha} S_{i+L/2}^{\alpha} \rangle - \langle S_i^{\alpha} \rangle \langle S_{i+L/2}^{\alpha} \rangle\)
Rare events:
Large longitudinal correlations at long distances
Weiner et al. PRB (2019)
N. Laflorencie, JC, F. Alet, Phys. Rev. B 112, 224207 (2025)
N. Laflorencie, JC, F. Alet, Phys. Rev. B 112, 224207 (2025)
N. Laflorencie, JC, F. Alet, Phys. Rev. B 112, 224207 (2025)
N. Laflorencie, JC, F. Alet, Phys. Rev. B 112, 224207 (2025)
\(L\) for ergodic states
\(L/2\) for typical (l-bits) MBL states
Khemani et al. PRX, PRL (2017) (with next-nearest neighbours)
Intra-sample
Inter sample
Entanglement entropy (J-J')
States
Cuts
Samples
Fits on 4 sizes
Fits on 5 sizes
Heisenberg
\(\xi_x > \xi_z\)
Inversion
Extrapolated \(h_c\)
\(\xi_z \rightarrow \infty\)
JC, F. Alet, N. Laflorencie, PRL 133, 116502 (2024)
N. Laflorencie et al. (PRB 2025)
JC, F. Alet, N. Laflorencie (PRB 2024)
D. Luitz, N. Laflorencie, F. Alet (2016)
Sierant and Zakrewski (2022)
Some eigenstate
J. C., N. Laflorencie, PRB (2023)
\(|\langle S_i^{z}\rangle| < 1/2\)
Anderson chain / XX chain
Dupont, Macé, Laflorencie, PRB 100, 134201, (2019)
Laflorencie, Lemarié, Macé, PRR 2, 042033(R), (2020)
JC, Laflorencie, PRB 108, 144206 (2023)
Toy model:
SPIN FREEZING !
CHAIN BREAKING !
Macé et al (2019)
Colbois, Alet, Laflorencie (2024)
De Roeck & Huveneers 2017, Luitz, De Roeck & Huveneers 2017, Thiery et al 2018; Crowley and Chandran 2020
Condition for spin at \(r\) to relax thanks to the grain:
Avalanche criterion:
Question:
Does the seed hybridize (absorb) the l-bits?
Answer: it depends on
(1) \(V_{ij}\) the matrix element coupling the seed to the l-bit
(2) \(1/ \rho\) the level spacing.
Typically \(V_{ij} \gg 1/\rho\).
The challenge is to quantify this, see Crowley and Chandran.
DEEP MBL :