forward_accumulates

"We use the SDO archive spanning 2010-2024. Data from 2010-2020 constitute the training split and 2020-2024 the test split ... with no temporal overlap."

"Hexc = ∮Γ dλ·R(λ) with R(λ) = ⟨∇λVλ⟩sλ; Ωμν = ∂μ⟨∂νVλ⟩sλ − ∂ν⟨∂μVλ⟩sλ measures violation of Maxwell relations (Eqs. 43-47)"

"interleaving (1) action-proposal tokens... and (2) world model tokens, which are grounded in a learned latent world model and express future outcomes"

"Hindsight, Insight, and Foresight... bidirectional temporal reasoning"

"reformulate sarcasm understanding as a world model inspired reasoning process... observation→latent state→prediction→prediction error→decision"

"Algorithm 1 … Parallel Sequential Exploration Exploitation on Brackets … round-robin execution of SEE copies … κee_b, κet_b concentration events"

"The early optical light curve displays a sharp transition from a rise of ∼t^{2.5} to ∼t^{6.5}... RS and FS components"

"denoising trajectory ... q(x_t|x_{t-1}) = N(√(1-β_t) x_{t-1}, β_t I) ... reverse process p_θ"

"the retarding part of the characteristic pure component selected by the characteristic decomposition, which defines a canonical holonomic content"

"Lemma 2 ... RAℓ-BE ... lim γ→1 Vγj = V*[G(∧j∈J (qj U rj))]"

"ω(t) = ω₀ exp(λ(1-t/t_max)) ... aligns the guidance strength with the diffusion dynamics via an exponential decay control function"

"Rate-MSE loss aligns time-averaged spike rates over T steps (Eq. 9, 13)"

"dual-context temporal block that fuses global and local cardiac temporal information... temporal self-attention... sliding window of size (2K+1)"

"τ_HB … follows Arrhenius behavior … Below Tg, τ_HB … exhibits super-Arrhenius behavior."

"the multi-electronic-state path integral (MES-PI) formulation in imaginary time naturally captures the GP effect through the electronic trace of the product of statistically weighted overlap matrices between successive imaginary-time slices"

"Wave Heads exhibit a small and stable fluctuation period under FFT analysis... P < β where β is determined by theoretical and experimental analysis (period threshold 6.4)."

"magnetic field exerts a transverse Berry force on this drift, and this force is balanced by an entropic restoring force"

"The transition structure closely resembles an S0/S1 conical intersection... vibrationally activated nonradiative funnel"

"BCS-like growth of phase coherence below Tc ... near-perfect wave-vector locking"

"The resulting fluctuation propagator encodes the dynamical response, such that static and dynamical susceptibilities are computed from the corresponding slave-boson fluctuation correlators"

"the entropy-based Rademacher bound remains controlled independently of ℓ... pRΩeq ≲ 1/√n ∫ √HΩ(c(1-δ)ε) dε"

"leverage the spatio-temporal limits of the human visual system... temporal masking effects... 120Hz"

"continuous-time spatiotemporal manifold ... topic spine model ... vanguard loss ... align with the topic’s forward momentum"

"temporal smoothing... Kalman filter... Savitzky–Golay filter... l_n temporal window... ln = 20 (1.64 s)"

"reusing hidden states as continuous latent steps, enabling iterative preservation and refinement of query-relevant visual evidence"

"We optimize P under an expectation-over-transformation (EoT) formulation... stochastic capture model parameterized by ξ"

"We therefore analyze data from 54 healthy subjects who performed five physical activities using wireless ECGs outside of clinical settings"

"CIM solver... Gaussian Approximated Positive-P (GAPP) model... spin amplitude trajectories"