Submitted:
10 October 2025
Posted:
14 October 2025
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Data and Methods
3. Results
3.1. Main-sequence Star
3.2. Neutron Star
3.3. White Dwarf
3.4. Ultra-light Companion or Planet
3.5. Spiders
4. Discussions and Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| ATNF | Australia Telescope National Facility |
| CVN | Chinese VLBI Network |
| DM | Dispersion Measure |
| DNS | double neutron star |
| DR | data release |
| ESA | European Space Agency |
| FAST | Five-hundred-meter Aperture Spherical radio Telescope |
| GTC | Gran Telescopio Canarias |
| HR | Hertzsprung-Russell |
| IPTA | International Pulsar Timing Array |
| LBA | Long Baseline Array |
| LMXB | Low-mass X-ray binary |
| MeerKAT | Meer Karoo Array Telescope |
| MSP | Millisecond pulsar |
| NS | neutron star |
| PTA | Pulsar Timing Array |
| ToAs | pulse times of arrival |
| VLA | Very Large Array |
| VLBA | Very Long Baseline Array |
| VLBI | Very Long Baseline Interferometry |
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| PSR | Gaia source | G | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| (”) | (mas) | (mas/yr) | (mas/yr) | (mas/yr) | (mas/yr) | (s) | (d) | (mag) | ||
| J0045-7319 | 4685849525145183232 | 0.531 | −0.04(4) | - | - | 0.58(5) | −1.49(5) | 0.926 | 51.17 | 16.20 |
| J0337+1715 | 44308738051547264 | 0.021 | 0.54(20) | 4.8(5) | −4.4(5) | 5.48(19) | −4.43(16) | 0.003 | 1.63 | 18.05 |
| J0348+0432 | 3273288485744249344 | 0.015 | −0.04(78) | 4.04(16) | 3.5(6) | 3.44(13) | −0.23(9) | 0.04 | 0.10 | 20.59 |
| J0437-4715 | 4789864076732331648 | 0.688 | 7.10(5) | 121.44(5) | −71.47(5) | 121.65(6) | −70.70(7) | 0.006 | 5.74 | 20.35 |
| J0534+2200 | 3403818172572314624 | 0.004 | 0.51(8) | −11.34(6) | 2.65(14) | −11.51(10) | 2.30(6) | 0.033 | - | 16.53 |
| J0534-6703 | 4660152083015919872 | 1.555 | 0.16(16) | - | - | 1.27(26) | 0.44(19) | 1.818 | - | 18.86 |
| J0540-6919 | 4657672890443808512 | 0.069 | 0.67(13) | - | - | 3.59(21) | 4.97(23) | 0.05 | - | 20.77 |
| J0614+2229 | 3376990741688176384 | 0.390 | −1.22(7) | −0.24(4) | −1.25(4) | −0.53(7) | −0.87(5) | 0.335 | - | 19.61 |
| J0838-2827 | 5645504747023158400 | 0.002 | 0.43(40) | 1.5(3) | −12.3(3) | 1.50(3) | −12.36(3) | 0.004 | 0.22 | 20.00 |
| J0857-4424 | 5331775184393659264 | 0.526 | 2.12(3) | - | - | −8.27(3) | 7.74(3) | 0.3 | - | 18.37 |
| J0955-3947 | 5419965878188457984 | 0.003 | 0.27(13) | −9.00(1) | 6.10(1) | −9.03(1) | 6.17(1) | 0.002 | 0.39 | 18.47 |
| J1012+5307 | 851610861391010944 | 0.130 | 1.74(3) | 2.62(3) | −25.49(4) | 2.74(3) | −25.92(3) | 0.005 | 0.61 | 19.59 |
| J1023+0038 | 3831382647922429952 | 0.120 | 0.69(7) | 4.76(3) | −17.34(4) | 4.61(7) | −17.28(8) | 0.002 | 0.20 | 16.23 |
| J1024-0719 | 3775277872387310208 | 0.252 | 0.86(28) | −35.28(5) | −48.23(1) | −35.46(32) | −48.35(36) | 0.005 | - | 19.15 |
| J1036-4353 | 5367876720979404288 | 0.001 | 0.36(33) | −11.6(3) | 2.9(3) | −11.61(2) | 2.88(3) | 0.002 | 0.26 | 19.71 |
| J1036-8317 | 5192229742737133696 | 0.063 | 0.19(14) | −11.35(6) | 2.86(6) | −11.34(2) | 2.76(2) | 0.003 | 0.34 | 18.57 |
| J1048+2339 | 3990037124929068032 | 0.031 | 0.49(44) | −19(3) | −9.4(7) | −15.45(4) | −11.62(3) | 0.005 | 0.25 | 19.59 |
| J1227-4853 | 6128369984328414336 | 0.075 | 0.46(46) | −18.7(2) | 7.39(11) | −18.77(1) | 7.30(1) | 0.002 | 0.29 | 18.07 |
| J1302-6350 | 5862299960127967488 | 0.006 | 0.44(1) | −7.01(3) | −0.53(3) | −7.09(1) | −0.34(1) | 0.048 | 1236.72 | 9.63 |
| J1305-6455 | 5858993350772345984 | 0.302 | 0.13(4) | - | - | −6.57(3) | −0.93(4) | 0.6 | - | 16.04 |
| J1306-4035 | 6140785016794586752 | 0.332 | 0.31(15) | - | - | −6.19(1) | 4.16(1) | 0.002 | 1.10 | 18.09 |
| J1311-3430 | 6179115508262195200 | 0.042 | 1.93(10) | - | - | −6.13(16) | −5.15(7) | 0.003 | 0.07 | 20.44 |
| J1417-4402 | 6096705840454620800 | 0.476 | 0.20(5) | −4.70(1) | −5.1(9) | −4.76(4) | −5.10(5) | 0.003 | 5.37 | 15.77 |
| J1431-4715 | 6098156298150016768 | 0.078 | 0.53(13) | −12.0(4) | −14.5(3) | −11.83(1) | −14.52(2) | 0.002 | 0.45 | 17.73 |
| J1435-6100 | 5878387705005976832 | 0.409 | 0.42(25) | −5.5(2) | −2.4(3) | −5.26(2) | −3.23(2) | 0.009 | 1.35 | 18.90 |
| J1509-6015 | 5876497399692841088 | 0.037 | 0.19(11) | - | - | −5.25(1) | −2.39(1) | 0.339 | - | 17.76 |
| J1542-5133 | 5886184887428050048 | 0.927 | −0.21(27) | - | - | −2.25(3) | −4.86(3) | 1.784 | - | 19.02 |
| J1546-5302 | 5885808648276626304 | 1.294 | - | - | - | - | - | 0.6 | - | 21.09 |
| J1622-0315 | 4358428942492430336 | 0.070 | 0.62(30) | −13.2(4) | 2.3(3) | −13.18(3) | 2.30(2) | 0.004 | 0.16 | 19.21 |
| J1624-4411 | 5992089027071540352 | 0.302 | 0.94(49) | - | - | −3.43(5) | −7.68(4) | 0.2 | - | 19.88 |
| J1624-4721 | 5941843098026132608 | 1.053 | 0.23(98) | - | - | −3.88(13) | −2.46(8) | 0.449 | - | 20.37 |
| J1628-3205 | 6025344817107454464 | 0.125 | 0.68(41) | −6.2(5) | −21.4(4) | −6.19(5) | −21.43(3) | 0.003 | 0.21 | 19.48 |
| J1653-0158 | 4379227476242700928 | 0.011 | 1.77(8) | −19.6(19) | −3.7(12) | −17.30(10) | −3.24(7) | 0.002 | 0.05 | 20.45 |
| J1723-2837 | 4059795674516044800 | 0.434 | 1.07(4) | −11.71(9) | −23.99(7) | −11.73(4) | −24.05(3) | 0.002 | 0.62 | 15.54 |
| J1803-6707 | 6436867623955512064 | 0.002 | 0.18(27) | −8.43(13) | −6.30(10) | −8.43(20) | −6.49(23) | 0.002 | 0.38 | 19.42 |
| J1810+1744 | 4526229058440076288 | 0.042 | 0.65(54) | 7.5(2) | −3.6(4) | 7.54(5) | −4.19(5) | 0.002 | 0.15 | 20.00 |
| J1816+4510 | 2115337192179377792 | 0.012 | 0.22(10) | 5.3(8) | −3.0(10) | −0.06(12) | −4.4(12) | 0.003 | 0.36 | 18.20 |
| J1817-3618 | 4038146565444090240 | 1.410 | 0.17(13) | 19(5) | −16(17) | −3.16(15) | −6.09(11) | 0.4 | - | 17.62 |
| J1839-0905 | 4155609699080401920 | 0.138 | 0.42(6) | - | - | −3.26(6) | −4.60(6) | 0.4 | - | 16.51 |
| J1851+1259 | 4504706118346043392 | 0.285 | 0.96(108) | - | - | −3.56(119) | −7.61(125) | 1.2 | - | 20.50 |
| J1852+0040 | 4266508881354196736 | 0.607 | 2.39(90) | - | - | −1.01(76) | −4.63(66) | 0.105 | - | 20.19 |
| J1903-0258 | 4261581076409458304 | 0.552 | 0.61(26) | - | - | −0.59(35) | 3.78(34) | 0.3 | - | 18.92 |
| J1910-5320 | 6644467032871428992 | 0.004 | −0.42(26) | 1.7(20) | −6.8(20) | 1.71(21) | −6.79(18) | 0.002 | - | 19.12 |
| J1928+1245 | 4316237348443952128 | 0.184 | 0.15(17) | - | - | −0.35(16) | −4.62(16) | 0.003 | 0.14 | 18.23 |
| J1946+2052 | 1825839908094612992 | 0.421 | 1.13(44) | - | - | −2.38(39) | −5.27(38) | 0.02 | 0.08 | 19.85 |
| J1955+2908 | 2028584968839606784 | 0.153 | 0.47(17) | −0.98(5) | −4.05(6) | −3.17(14) | −7.83(17) | 0.006 | 117.35 | 18.67 |
| J1957+2516 | 1834595731470345472 | 0.034 | 2.15(85) | - | - | −4.49(52) | −12.29(101) | 0.004 | 0.24 | 20.28 |
| J1958+2846 | 2030000280820200960 | 1.172 | 0.38(26) | - | - | −3.64(22) | −7.26(28) | 0.3 | - | 19.32 |
| J1959+2048 | 1823773960079216896 | 0.758 | 1.19(136) | −16.0(5) | −25.8(6) | −19.27(124) | −26.56(124) | 0.002 | 0.38 | 20.18 |
| J2027+4557 | 2071054503122390144 | 0.318 | 0.52(3) | - | - | 2.08(34) | −2.12(32) | 1.1 | - | 15.71 |
| J2032+4127 | 2067835682818358400 | 0.028 | 0.57(2) | −2.99(5) | −0.74(6) | −2.88(17) | −0.95(20) | 0.143 | 16800 | 11.28 |
| J2039-5617 | 6469722508861870080 | 0.009 | 0.49(17) | 4.2(30) | −14.9(30) | 3.86(14) | −15.18(12) | 0.003 | 0.23 | 18.52 |
| J2055+1545 | 1763537692275731328 | 0.020 | −0.13(79) | - | - | 3.34(74) | −2.24(65) | 0.002 | - | 20.50 |
| J2108+4516 | 2162555482829978496 | 0.103 | 0.31(1) | −4.29(15) | −4.91(15) | −4.29(15) | −4.91(15) | 0.6 | 269.44 | 10.98 |
| J2129-0429 | 2672030065446134656 | 0.148 | 0.48(7) | 12.30(10) | 10.10(10) | 12.10(7) | 10.19(6) | 0.008 | 0.64 | 16.82 |
| J2215+5135 | 2001168543319218048 | 0.822 | 0.30(23) | 0.3(50) | 1.8(60) | 0.01(24) | 2.24(24) | 0.003 | 0.17 | 19.20 |
| J2333-5526 | 6496325574947304448 | 0.003 | −0.34(53) | 0.6(30) | −3.2(40) | 1.15(46) | −3.30(56) | 0.002 | 0.29 | 20.25 |
| J2339-0533 | 2440660623886405504 | 0.094 | 0.53(18) | 4.2(50) | −10.3(30) | 3.92(20) | −10.28(19) | 0.003 | 0.2 | 18.80 |
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