=== FA d=512 L=2 multi-seed scan (seeds 0-9) === Start: Sun Apr 26 06:37:27 AM CDT 2026 seed=0 (Sun Apr 26 06:37:27 AM CDT 2026) Using device: cuda:0 ============================================================ Seed 0 ============================================================ --- DFA --- [DFA] Epoch 1: loss=2.0629, train=0.2387, test=0.2555 [DFA] Epoch 10: loss=2.0211, train=0.2588, test=0.2879 [DFA] Epoch 20: loss=2.0143, train=0.2640, test=0.2912 [DFA] Epoch 30: loss=2.0069, train=0.2703, test=0.2887 [DFA] Epoch 40: loss=2.0030, train=0.2735, test=0.2812 [DFA] Epoch 50: loss=2.0021, train=0.2733, test=0.2967 [DFA] Epoch 60: loss=1.9979, train=0.2782, test=0.2824 [DFA] Epoch 70: loss=1.9977, train=0.2765, test=0.3007 [DFA] Epoch 80: loss=1.9978, train=0.2766, test=0.2988 [DFA] Epoch 90: loss=1.9943, train=0.2764, test=0.3031 [DFA] Epoch 100: loss=1.9955, train=0.2783, test=0.3001 Final test acc: 0.3001 --- FA --- [FA] Epoch 1: loss=2.0742, train=0.2441, test=0.2891 [FA] Epoch 10: loss=1.8376, train=0.3416, test=0.3680 [FA] Epoch 20: loss=1.8270, train=0.3454, test=0.3785 [FA] Epoch 30: loss=1.8043, train=0.3507, test=0.3758 [FA] Epoch 40: loss=1.7738, train=0.3664, test=0.3886 [FA] Epoch 50: loss=1.7620, train=0.3699, test=0.3825 [FA] Epoch 60: loss=1.7467, train=0.3785, test=0.3881 [FA] Epoch 70: loss=1.7352, train=0.3830, test=0.3928 [FA] Epoch 80: loss=1.7339, train=0.3832, test=0.3959 [FA] Epoch 90: loss=1.7269, train=0.3870, test=0.3930 [FA] Epoch 100: loss=1.7298, train=0.3865, test=0.3938 Final test acc: 0.3938 All results saved to results/fa_dfa_d512_L2_seed0/results_cifar10.json seed=1 (Sun Apr 26 06:49:50 AM CDT 2026) Using device: cuda:0 ============================================================ Seed 1 ============================================================ --- DFA --- [DFA] Epoch 1: loss=2.0591, train=0.2454, test=0.2655 [DFA] Epoch 10: loss=2.0095, train=0.2684, test=0.2903 [DFA] Epoch 20: loss=2.0058, train=0.2681, test=0.2783 [DFA] Epoch 30: loss=2.0053, train=0.2721, test=0.2762 [DFA] Epoch 40: loss=2.0044, train=0.2712, test=0.2959 [DFA] Epoch 50: loss=2.0005, train=0.2729, test=0.2901 [DFA] Epoch 60: loss=1.9964, train=0.2742, test=0.2919 [DFA] Epoch 70: loss=1.9982, train=0.2780, test=0.2913 [DFA] Epoch 80: loss=1.9966, train=0.2753, test=0.2950 [DFA] Epoch 90: loss=1.9938, train=0.2775, test=0.2936 [DFA] Epoch 100: loss=1.9950, train=0.2769, test=0.2978 Final test acc: 0.2978 --- FA --- [FA] Epoch 1: loss=2.0552, train=0.2546, test=0.2978 [FA] Epoch 10: loss=1.8246, train=0.3458, test=0.3722 [FA] Epoch 20: loss=1.7888, train=0.3580, test=0.3600 [FA] Epoch 30: loss=1.7674, train=0.3671, test=0.3397 [FA] Epoch 40: loss=1.7640, train=0.3680, test=0.3496 [FA] Epoch 50: loss=1.7560, train=0.3707, test=0.3419 [FA] Epoch 60: loss=1.7543, train=0.3738, test=0.3465 [FA] Epoch 70: loss=1.7564, train=0.3744, test=0.3425 [FA] Epoch 80: loss=1.7502, train=0.3758, test=0.3419 [FA] Epoch 90: loss=1.7486, train=0.3771, test=0.3436 [FA] Epoch 100: loss=1.7471, train=0.3765, test=0.3471 Final test acc: 0.3471 All results saved to results/fa_dfa_d512_L2_seed1/results_cifar10.json seed=2 (Sun Apr 26 07:02:14 AM CDT 2026) Using device: cuda:0 ============================================================ Seed 2 ============================================================ --- DFA --- [DFA] Epoch 1: loss=2.0584, train=0.2404, test=0.2780 [DFA] Epoch 10: loss=2.0235, train=0.2615, test=0.2647 [DFA] Epoch 20: loss=2.0273, train=0.2582, test=0.2770 [DFA] Epoch 30: loss=2.0230, train=0.2623, test=0.2923 [DFA] Epoch 40: loss=2.0245, train=0.2655, test=0.2919 [DFA] Epoch 50: loss=2.0236, train=0.2650, test=0.2856 [DFA] Epoch 60: loss=2.0224, train=0.2710, test=0.2876 [DFA] Epoch 70: loss=2.0200, train=0.2690, test=0.2933 [DFA] Epoch 80: loss=2.0180, train=0.2696, test=0.2968 [DFA] Epoch 90: loss=2.0171, train=0.2729, test=0.2971 [DFA] Epoch 100: loss=2.0162, train=0.2734, test=0.2968 Final test acc: 0.2968 --- FA --- [FA] Epoch 1: loss=2.0631, train=0.2423, test=0.2954 [FA] Epoch 10: loss=1.8296, train=0.3454, test=0.3479 [FA] Epoch 20: loss=1.8376, train=0.3439, test=0.3729 [FA] Epoch 30: loss=1.8384, train=0.3410, test=0.3410 [FA] Epoch 40: loss=1.8241, train=0.3480, test=0.3644 [FA] Epoch 50: loss=1.8116, train=0.3500, test=0.3488 [FA] Epoch 60: loss=1.8008, train=0.3585, test=0.3434 [FA] Epoch 70: loss=1.7941, train=0.3608, test=0.3357 [FA] Epoch 80: loss=1.7894, train=0.3592, test=0.3427 [FA] Epoch 90: loss=1.7872, train=0.3613, test=0.3458 [FA] Epoch 100: loss=1.7820, train=0.3655, test=0.3464 Final test acc: 0.3464 All results saved to results/fa_dfa_d512_L2_seed2/results_cifar10.json seed=3 (Sun Apr 26 07:14:48 AM CDT 2026) Using device: cuda:0 ============================================================ Seed 3 ============================================================ --- DFA --- [DFA] Epoch 1: loss=2.0491, train=0.2519, test=0.2855 [DFA] Epoch 10: loss=2.0729, train=0.2429, test=0.2372 [DFA] Epoch 20: loss=2.0572, train=0.2480, test=0.2718 [DFA] Epoch 30: loss=2.0397, train=0.2584, test=0.2648 [DFA] Epoch 40: loss=2.0308, train=0.2633, test=0.2861 [DFA] Epoch 50: loss=2.0252, train=0.2686, test=0.2873 [DFA] Epoch 60: loss=2.0212, train=0.2711, test=0.2754 [DFA] Epoch 70: loss=2.0171, train=0.2705, test=0.2885 [DFA] Epoch 80: loss=2.0116, train=0.2746, test=0.2942 [DFA] Epoch 90: loss=2.0133, train=0.2721, test=0.2908 [DFA] Epoch 100: loss=2.0157, train=0.2732, test=0.2922 Final test acc: 0.2922 --- FA --- [FA] Epoch 1: loss=2.0629, train=0.2512, test=0.2764 [FA] Epoch 10: loss=1.8419, train=0.3392, test=0.3642 [FA] Epoch 20: loss=1.7965, train=0.3568, test=0.3832 [FA] Epoch 30: loss=1.7868, train=0.3598, test=0.3835 [FA] Epoch 40: loss=1.7775, train=0.3646, test=0.3865 [FA] Epoch 50: loss=1.7635, train=0.3726, test=0.3924 [FA] Epoch 60: loss=1.7572, train=0.3736, test=0.3852 [FA] Epoch 70: loss=1.7471, train=0.3794, test=0.3979 [FA] Epoch 80: loss=1.7353, train=0.3832, test=0.3941 [FA] Epoch 90: loss=1.7358, train=0.3846, test=0.3993 [FA] Epoch 100: loss=1.7309, train=0.3885, test=0.4012 Final test acc: 0.4012 All results saved to results/fa_dfa_d512_L2_seed3/results_cifar10.json seed=4 (Sun Apr 26 07:27:09 AM CDT 2026) Using device: cuda:0 ============================================================ Seed 4 ============================================================ --- DFA --- [DFA] Epoch 1: loss=2.0539, train=0.2433, test=0.2691 [DFA] Epoch 10: loss=2.0219, train=0.2587, test=0.2707 [DFA] Epoch 20: loss=2.0191, train=0.2646, test=0.2732 [DFA] Epoch 30: loss=2.0129, train=0.2656, test=0.2762 [DFA] Epoch 40: loss=2.0132, train=0.2675, test=0.2768 [DFA] Epoch 50: loss=2.0101, train=0.2685, test=0.2703 [DFA] Epoch 60: loss=2.0089, train=0.2689, test=0.2861 [DFA] Epoch 70: loss=2.0098, train=0.2676, test=0.2876 [DFA] Epoch 80: loss=2.0067, train=0.2690, test=0.2911 [DFA] Epoch 90: loss=2.0036, train=0.2691, test=0.2899 [DFA] Epoch 100: loss=2.0048, train=0.2729, test=0.2861 Final test acc: 0.2861 --- FA --- [FA] Epoch 1: loss=2.0835, train=0.2421, test=0.2873 [FA] Epoch 10: loss=1.8501, train=0.3365, test=0.3577 [FA] Epoch 20: loss=1.8507, train=0.3369, test=0.3386 [FA] Epoch 30: loss=1.8146, train=0.3477, test=0.3402 [FA] Epoch 40: loss=1.8072, train=0.3527, test=0.3409 [FA] Epoch 50: loss=1.7822, train=0.3630, test=0.3474 [FA] Epoch 60: loss=1.7633, train=0.3659, test=0.3393 [FA] Epoch 70: loss=1.7476, train=0.3725, test=0.3393 [FA] Epoch 80: loss=1.7440, train=0.3747, test=0.3537 [FA] Epoch 90: loss=1.7396, train=0.3730, test=0.3495 [FA] Epoch 100: loss=1.7415, train=0.3765, test=0.3501 Final test acc: 0.3501 All results saved to results/fa_dfa_d512_L2_seed4/results_cifar10.json seed=5 (Sun Apr 26 07:39:42 AM CDT 2026) Using device: cuda:0 ============================================================ Seed 5 ============================================================ --- DFA --- [DFA] Epoch 1: loss=2.0501, train=0.2507, test=0.2723 [DFA] Epoch 10: loss=2.0202, train=0.2642, test=0.2896 [DFA] Epoch 20: loss=2.0155, train=0.2692, test=0.2842 [DFA] Epoch 30: loss=2.0135, train=0.2699, test=0.2989 [DFA] Epoch 40: loss=2.0102, train=0.2722, test=0.2843 [DFA] Epoch 50: loss=2.0075, train=0.2735, test=0.2972 [DFA] Epoch 60: loss=2.0089, train=0.2730, test=0.2916 [DFA] Epoch 70: loss=2.0058, train=0.2753, test=0.2993 [DFA] Epoch 80: loss=2.0035, train=0.2769, test=0.2966 [DFA] Epoch 90: loss=2.0024, train=0.2759, test=0.2998 [DFA] Epoch 100: loss=2.0019, train=0.2791, test=0.2963 Final test acc: 0.2963 --- FA --- [FA] Epoch 1: loss=2.0579, train=0.2506, test=0.2861 [FA] Epoch 10: loss=1.8242, train=0.3435, test=0.3683 [FA] Epoch 20: loss=1.8064, train=0.3523, test=0.3588 [FA] Epoch 30: loss=1.7973, train=0.3574, test=0.3697 [FA] Epoch 40: loss=1.7889, train=0.3577, test=0.3599 [FA] Epoch 50: loss=1.7732, train=0.3651, test=0.3452 [FA] Epoch 60: loss=1.7614, train=0.3703, test=0.3428 [FA] Epoch 70: loss=1.7496, train=0.3739, test=0.3374 [FA] Epoch 80: loss=1.7420, train=0.3770, test=0.3406 [FA] Epoch 90: loss=1.7398, train=0.3786, test=0.3446 [FA] Epoch 100: loss=1.7391, train=0.3797, test=0.3410 Final test acc: 0.3410 All results saved to results/fa_dfa_d512_L2_seed5/results_cifar10.json seed=6 (Sun Apr 26 07:52:11 AM CDT 2026) Using device: cuda:0 ============================================================ Seed 6 ============================================================ --- DFA --- [DFA] Epoch 1: loss=2.0559, train=0.2468, test=0.2713 [DFA] Epoch 10: loss=2.0195, train=0.2639, test=0.2738 [DFA] Epoch 20: loss=2.0121, train=0.2678, test=0.2808 [DFA] Epoch 30: loss=2.0112, train=0.2643, test=0.2850 [DFA] Epoch 40: loss=2.0103, train=0.2670, test=0.2961 [DFA] Epoch 50: loss=2.0083, train=0.2673, test=0.2983 [DFA] Epoch 60: loss=2.0041, train=0.2734, test=0.2863 [DFA] Epoch 70: loss=2.0043, train=0.2745, test=0.2956 [DFA] Epoch 80: loss=1.9999, train=0.2742, test=0.2878 [DFA] Epoch 90: loss=2.0039, train=0.2733, test=0.2938 [DFA] Epoch 100: loss=2.0008, train=0.2720, test=0.2933 Final test acc: 0.2933 --- FA --- [FA] Epoch 1: loss=2.0650, train=0.2447, test=0.2947 [FA] Epoch 10: loss=1.8200, train=0.3500, test=0.3699 [FA] Epoch 20: loss=1.7577, train=0.3697, test=0.3955 [FA] Epoch 30: loss=1.7312, train=0.3816, test=0.3770 [FA] Epoch 40: loss=1.7424, train=0.3782, test=0.3734 [FA] Epoch 50: loss=1.7344, train=0.3837, test=0.3712 [FA] Epoch 60: loss=1.7249, train=0.3860, test=0.3726 [FA] Epoch 70: loss=1.7168, train=0.3903, test=0.3812 [FA] Epoch 80: loss=1.7108, train=0.3942, test=0.3826 [FA] Epoch 90: loss=1.7121, train=0.3952, test=0.3857 [FA] Epoch 100: loss=1.7054, train=0.3982, test=0.3865 Final test acc: 0.3865 All results saved to results/fa_dfa_d512_L2_seed6/results_cifar10.json seed=7 (Sun Apr 26 08:04:41 AM CDT 2026) Using device: cuda:0 ============================================================ Seed 7 ============================================================ --- DFA --- [DFA] Epoch 1: loss=2.0552, train=0.2426, test=0.2524 [DFA] Epoch 10: loss=2.0217, train=0.2618, test=0.2860 [DFA] Epoch 20: loss=2.0057, train=0.2688, test=0.2705 [DFA] Epoch 30: loss=1.9929, train=0.2755, test=0.2971 [DFA] Epoch 40: loss=1.9826, train=0.2822, test=0.3056 [DFA] Epoch 50: loss=1.9748, train=0.2864, test=0.2965 [DFA] Epoch 60: loss=1.9717, train=0.2885, test=0.3153 [DFA] Epoch 70: loss=1.9681, train=0.2900, test=0.3103 [DFA] Epoch 80: loss=1.9665, train=0.2913, test=0.3141 [DFA] Epoch 90: loss=1.9648, train=0.2903, test=0.3161 [DFA] Epoch 100: loss=1.9661, train=0.2882, test=0.3157 Final test acc: 0.3157 --- FA --- [FA] Epoch 1: loss=2.0654, train=0.2482, test=0.2781 [FA] Epoch 10: loss=1.8355, train=0.3425, test=0.3543 [FA] Epoch 20: loss=1.8289, train=0.3434, test=0.3387 [FA] Epoch 30: loss=1.8337, train=0.3407, test=0.3371 [FA] Epoch 40: loss=1.8044, train=0.3554, test=0.3577 [FA] Epoch 50: loss=1.7871, train=0.3601, test=0.3339 [FA] Epoch 60: loss=1.7844, train=0.3637, test=0.3612 [FA] Epoch 70: loss=1.7775, train=0.3683, test=0.3508 [FA] Epoch 80: loss=1.7746, train=0.3716, test=0.3519 [FA] Epoch 90: loss=1.7633, train=0.3720, test=0.3570 [FA] Epoch 100: loss=1.7649, train=0.3746, test=0.3537 Final test acc: 0.3537 All results saved to results/fa_dfa_d512_L2_seed7/results_cifar10.json seed=8 (Sun Apr 26 08:17:07 AM CDT 2026) Using device: cuda:0 ============================================================ Seed 8 ============================================================ --- DFA --- [DFA] Epoch 1: loss=2.0461, train=0.2457, test=0.2641 [DFA] Epoch 10: loss=2.0045, train=0.2637, test=0.2704 [DFA] Epoch 20: loss=1.9953, train=0.2706, test=0.2883 [DFA] Epoch 30: loss=1.9922, train=0.2731, test=0.2966 [DFA] Epoch 40: loss=1.9912, train=0.2745, test=0.2928 [DFA] Epoch 50: loss=1.9866, train=0.2774, test=0.2894 [DFA] Epoch 60: loss=1.9862, train=0.2775, test=0.2875 [DFA] Epoch 70: loss=1.9859, train=0.2799, test=0.2968 [DFA] Epoch 80: loss=1.9836, train=0.2803, test=0.2973 [DFA] Epoch 90: loss=1.9812, train=0.2794, test=0.2930 [DFA] Epoch 100: loss=1.9818, train=0.2811, test=0.2967 Final test acc: 0.2967 --- FA --- [FA] Epoch 1: loss=2.0653, train=0.2482, test=0.2970 [FA] Epoch 10: loss=1.8267, train=0.3462, test=0.3510 [FA] Epoch 20: loss=1.7845, train=0.3614, test=0.3742 [FA] Epoch 30: loss=1.7457, train=0.3738, test=0.3967 [FA] Epoch 40: loss=1.7335, train=0.3797, test=0.3871 [FA] Epoch 50: loss=1.7340, train=0.3824, test=0.4010 [FA] Epoch 60: loss=1.7299, train=0.3851, test=0.3996 [FA] Epoch 70: loss=1.7155, train=0.3908, test=0.4084 [FA] Epoch 80: loss=1.7086, train=0.3952, test=0.4138 [FA] Epoch 90: loss=1.7057, train=0.3961, test=0.4136 [FA] Epoch 100: loss=1.7031, train=0.3992, test=0.4146 Final test acc: 0.4146 All results saved to results/fa_dfa_d512_L2_seed8/results_cifar10.json seed=9 (Sun Apr 26 08:29:32 AM CDT 2026) Using device: cuda:0 ============================================================ Seed 9 ============================================================ --- DFA --- [DFA] Epoch 1: loss=2.0386, train=0.2506, test=0.2683 [DFA] Epoch 10: loss=1.9998, train=0.2732, test=0.2891 [DFA] Epoch 20: loss=1.9913, train=0.2765, test=0.3009 [DFA] Epoch 30: loss=1.9860, train=0.2787, test=0.2937 [DFA] Epoch 40: loss=1.9853, train=0.2809, test=0.3125 [DFA] Epoch 50: loss=1.9797, train=0.2828, test=0.2959 [DFA] Epoch 60: loss=1.9782, train=0.2845, test=0.3108 [DFA] Epoch 70: loss=1.9766, train=0.2833, test=0.3020 [DFA] Epoch 80: loss=1.9734, train=0.2889, test=0.3189 [DFA] Epoch 90: loss=1.9717, train=0.2894, test=0.3147 [DFA] Epoch 100: loss=1.9705, train=0.2891, test=0.3156 Final test acc: 0.3156 --- FA --- [FA] Epoch 1: loss=2.0596, train=0.2467, test=0.2753 [FA] Epoch 10: loss=1.8433, train=0.3403, test=0.3507 [FA] Epoch 20: loss=1.8299, train=0.3471, test=0.3675 [FA] Epoch 30: loss=1.8167, train=0.3509, test=0.3671 [FA] Epoch 40: loss=1.8146, train=0.3520, test=0.3633 [FA] Epoch 50: loss=1.8032, train=0.3550, test=0.3489 [FA] Epoch 60: loss=1.7958, train=0.3599, test=0.3571 [FA] Epoch 70: loss=1.7952, train=0.3629, test=0.3583 [FA] Epoch 80: loss=1.7971, train=0.3645, test=0.3653 [FA] Epoch 90: loss=1.7904, train=0.3673, test=0.3676 [FA] Epoch 100: loss=1.7879, train=0.3666, test=0.3661 Final test acc: 0.3661 All results saved to results/fa_dfa_d512_L2_seed9/results_cifar10.json === MULTI-SEED SCAN DONE (Sun Apr 26 08:41:52 AM CDT 2026) ===