Table 2: Detailed results from the main experiment including direct fine-tuning, exploration-only, exploitation-only baselines and our proposed methods, EXP3-FLAD and UCB1-FLAD.
ε'99	6'9L	0'89	ε'εS	0'16	L'8	9'6t	t'88	8'98	8'0t	6'6ε	8'6t	(DDV)LVFHVBDG	d
8'99	L'9L	t'99	9'2S	9'16	S'98	0'6t	t'16	9'68	6'6ε	ε'0t	1'1S	(DDV)LVFHVBDG	d
0'99	9'tL	1'99	9'2S	9'16	C'8	9'6t	0'88	9'68	S'0t	8'1t	7'8t	(SWD)LVFHVBDG	d
S'99	L'89	t'59	6'εS	t'16	8'S8	t'6t	C'68	1'L8	S'6ε	8'0t	S'6t	(SWD)LVFHVBDG	d
ε'99	9'tL	9'59	9'εS	S'16	1'98	0'0S	9'98	0'06	C'1t	8'1t	7'8t	(VD)LVFHVBDG	d
0'99	t'0L	S'29	8'2S	9'16	1'98	L'6t	t'88	6'L8	C'1t	0'0t	t'0S	(VD)LVFHVBDG	d
6'79	8't9	1'09	C'2S	6'06	96L	6'6t	C'28	S'L8	8'8ε	0'0t	S'St	(Aq)O-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-OML
8'79	9'09	8'19	t'2S	8'88	C'8	9'0S	8'L8	S'28	C'8ε	ε'0t	t'5t	(Aq)O-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-OML
L'09	0'9S	9'9S	9'1S	1'68	9'08	9'0S	7'S8	S'28	C'6ε	9'8ε	8'8ε	(SWD)LVFHVBDG	d
L'09	86S	9'SS	L'1S	8'98	1'SL	0'1S	9'L8	t'98	6'8ε	t'0t	0'4t	(VD)LVFHVBDG	d
6'79	C'6S	I'ε9	0'εS	9'06	1'18	9'8t	t'28	t'98	ε'8ε	9'1t	0'4t	(DVD)LVFHVBDG	d
8'79	8'SS	ε'79	S'2S	L'06	6'18	6'8t	8'L8	6'8ε	0'8ε	9'1t	8'8ε	(DVD)LVFHVBDG	d
8'79	t'6S	0'19	C'2S	t'16	8'28	t'8t	9'98	t'98	L'8ε	C'1t	C'8t	(SWD)LVFHVBDG	d
8'79	8'SS	I'ε9	0'εS	9'06	0'18	1'6t	9'98	9'8t	7'8ε	1'1t	t'5t	(SWD)LVFHVBDG	d
6'79	0'19	S'ε9	t'εS	ε'16	S'08	9'8t	t'58	1'98	9'1ε	8'0t	L'8ε	(VD)LVFHVBDG	d
6'79	0'6S	t'ε9	9'2S	1'06	0'08	t'6t	9'48	6'8ε	L'4ε	S'1t	7'9t	(VD)LVFHVBDG	d
6'09	ε'9S	8'L	8'2S	8'88	L'L	1'8t	8'28	ε'8t	C'6ε	ε'6ε	S'2t	(Aq)O-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-OCN-L
7'19	6'9S	9'8S	1'2S	1'06	9'L	6'Lt	9'S8	S'28	0'8ε	ε'0t	t'4t	(Aq)O-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ONS-L
S'09	8'09	0'SS	L'L	8'88	O'L	0'2S	0'6L	1'18	8'Lε	S'0t	0'4t	(SWD)LVFHVBDG	d
S'6S	7'9S	L'1S	6'98	S'9L	C'L	0'1S	0'8L	8'18	6'9ε	0'0t	ε'1t	(VD)LVFHVBDG	d
t'99	L'9S	9'SS	S'2S	C'88	L'L9	S'tt	t'99	9'SL	L'Lε	1'6ε	6'0t	(d)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q) Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)Q)OCL
9'59	9'0L	ε'99	L'2S	1'16	S'S8	S'L	t'06	8'98	C'1t	0'6ε	L'1t	(DVD)LVFHVBDG	d
S'59	0't9	L'99	C'2S	0'16	S't8	t'1S	9'06	0'06	9'0t	9'0t	9'1t	(DVD)LVFHVBDG	d
C'59	9'0L	8'S9	L'1S	t'68	L'S8	0'2S	t'68	S'L8	1'6ε	1'0t	1'8t	(SWD)LVFHVBDG	d
C'59	S'L9	8'S9	t'4S	C'16	L'S8	9'S1S	t'06	6'88	t'6ε	9'0t	7'9t	(SWD)LVFHVBDG	d
C'59	ε'89	0'89	C'4S	C'06	L'S8	9'S1S	C'88	9'88	1'0t	8'8ε	1'6t	(VD)LVFHVBDG	d
t'49	6'19	C'99	t'εS	C'16	6'9L	S'L	0'88	9'68	C'0t	8'8ε	6'9t	(VD)LVFHVBDG	d
S'09	S'1S	C'SS	C'1S	C'06	9'L8	0'1S	t'48	L'L8	ε'LE	C'LE	t'0t	(Aq)O-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ODL
9'09	I'L	C'L	S'L	I'68	C'L	1'S2S	9'S8	t'98	0'9ε	L'Lε	1'0t	(Aq)O-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-OML
t'9S	I'L	8'S	C'OS	8't8	t'29	6'L	8'L9	0'S8	t'9ε	L'Lε	26ε	(SWD)LVFHVBDG	d
C'SS	7'C'S	6'L	C'SS	I'08	6'L9	L'L2S	t'49	L'L08	8'tε	S'6ε	L'L8ε	(VD)LVFHVBDG	d
I'29	t'SS	ε'ε9	I'1S	ε'06	ε'L	0'1S	8'98	C'88	9'9ε	0'1t	0'2t	(DVD)LVFHVBDG	d
0'29	6'C'S	0'ε9	L'0S	t'06	8'L8	C'L	216	8'98	1'6ε	8'6ε	9'8ε	(DVD)LVFHVBDG	d
L'19	0'9S	0'29	0'1S	S'06	9'L	0'1S	8'68	S'L8	0'8ε	L'L6ε	ε'1t	(SWD)LVFHVBDG	d
L'19	6'lS	6'19	I'1S	6'06	S'L	t'2S	C'L8	L'L8	9'9ε	C'0t	0'2t	(SWD)LVFHVBDG	d
0'29	C'9S	L'29	L'6t	I'16	1'L6L	0'2S	0'48	t'58	0'8ε	0'6ε	8'1t	(VD)LVFHVBDG	d
S'19	C'SS	ε'09	S'0S	8'06	L'L9L	0'2S	8'68	1'98	6'9ε	6'6ε	9'0t	(VD)LVFHVBDG	d
8'SS	ε'9t	C'SS	8'S8	S'68	t'69	I'1S	0'98	1'98	0'8ε	S'0t	8'8ε	(Aq)O-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-OCL
C'SS	L'Lt	S'SS	S'L8	9'L9	9'L9	C'L	9'S8	9'88	L'L9ε	ε'0t	1'8ε	(Aq)O-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-ON-OML