From a 2018 RTCA report[1], modern (not all) aviation GPS units – those certified to TSO-C145/TSO-C146 – are required to recover within 5 minutes and not output misleading information, but that's with respect to interference, not spoofing. For spoofing:
Efforts are underway, including in RTCA's SC-159, Navigation Equipment Using the Global Navigation Satellite System (GNSS), to review and mitigate these [spoofing] events.
From said SC-159, the L1/L5 initial MOPS (Minimum Operational Performance Standards) review is estimated for 2023, with verification and validation slated for 2025 (rtca.org, 2020).
And, from a Q1 2020 survey[2] on intentional interference—not the same as spoofing, but:
since 2017 ICAO and RTCA are pushing to adopt interference countermeasures, where DFMC (Dual-Frequency Multi-Constellation) is "seen as strongly beneficial"
receivers and antennas could need improvements
the risk from spoofing has been "seen as relatively unlikely so far"; however, research is ongoing.
The slow-pace of certification is also mentioned:
Although moving at sensibly slower pace for reasons of regulation, safety and certification, the GNSS receivers segment for civil aviation is evolving in the same direction of DFMC.
RTCA Paper No. 077-18. Attachment 5 – Recommendations on Intentional GPS Interference. pp. 8 and 25 (PDF pp. 79 and 96) (PDF; rtca.org)
Morales-Ferre, Ruben, et al. "A survey on coping with intentional interference in satellite navigation for manned and unmanned aircraft." IEEE Communications Surveys & Tutorials 22.1 (2019): 249-291. p. 282 (PDF; ieee.org)