%PDF-1.7
%¿÷¢þ
1 0 obj
<< /Metadata 3 0 R /Names 4 0 R /OpenAction 5 0 R /PageMode /UseNone /Pages 6 0 R /Type /Catalog >>
endobj
2 0 obj
<< /Author (Oleksandr Shchur; Abdul Fatir Ansari; Caner Turkmen; Lorenzo Stella; Nick Erickson; Pablo Guerron; Michael Bohlke-Schneider; Yuyang Wang) /Creator (arXiv GenPDF \(tex2pdf:\)) /DOI (https://doi.org/10.48550/arXiv.2509.26468) /License (http://creativecommons.org/licenses/by/4.0/) /PTEX.Fullbanner (This is pdfTeX, Version 3.141592653-2.6-1.40.28 \(TeX Live 2025\) kpathsea version 6.4.1) /Producer (pikepdf 8.15.1) /Title (fev-bench: A Realistic Benchmark for Time Series Forecasting) /Trapped /False /arXivID (https://arxiv.org/abs/2509.26468v1) >>
endobj
3 0 obj
<< /Subtype /XML /Type /Metadata /Length 1781 >>
stream
fev-bench: A Realistic Benchmark for Time Series ForecastingOleksandr ShchurAbdul Fatir AnsariCaner TurkmenLorenzo StellaNick EricksonPablo GuerronMichael Bohlke-SchneiderYuyang Wanghttp://creativecommons.org/licenses/by/4.0/cs.LG
endstream
endobj
4 0 obj
<< /Dests 7 0 R >>
endobj
5 0 obj
<< /D [ 8 0 R /Fit ] /S /GoTo >>
endobj
6 0 obj
<< /Count 25 /Kids [ 9 0 R 10 0 R 11 0 R 12 0 R 13 0 R ] /Type /Pages >>
endobj
7 0 obj
<< /Kids [ 14 0 R 15 0 R 16 0 R 17 0 R 18 0 R 19 0 R ] /Limits [ (Doc-Start) (theorem.C.1) ] >>
endobj
8 0 obj
<< /Annots [ 20 0 R 21 0 R 22 0 R 23 0 R 24 0 R 25 0 R 26 0 R 27 0 R 28 0 R 29 0 R 30 0 R 31 0 R 32 0 R 33 0 R 34 0 R ] /Contents [ 35 0 R 36 0 R 37 0 R 38 0 R ] /MediaBox [ 0 0 612 792 ] /Parent 9 0 R /Resources 39 0 R /Type /Page >>
endobj
9 0 obj
<< /Count 6 /Kids [ 8 0 R 40 0 R 41 0 R 42 0 R 43 0 R 44 0 R ] /Parent 6 0 R /Type /Pages >>
endobj
10 0 obj
<< /Count 6 /Kids [ 45 0 R 46 0 R 47 0 R 48 0 R 49 0 R 50 0 R ] /Parent 6 0 R /Type /Pages >>
endobj
11 0 obj
<< /Count 6 /Kids [ 51 0 R 52 0 R 53 0 R 54 0 R 55 0 R 56 0 R ] /Parent 6 0 R /Type /Pages >>
endobj
12 0 obj
<< /Count 6 /Kids [ 57 0 R 58 0 R 59 0 R 60 0 R 61 0 R 62 0 R ] /Parent 6 0 R /Type /Pages >>
endobj
13 0 obj
<< /Count 1 /Kids [ 63 0 R ] /Parent 6 0 R /Type /Pages >>
endobj
14 0 obj
<< /Kids [ 64 0 R 65 0 R 66 0 R 67 0 R 68 0 R 69 0 R ] /Limits [ (Doc-Start) (cite.das2024decoder) ] >>
endobj
15 0 obj
<< /Kids [ 70 0 R 71 0 R 72 0 R 73 0 R 74 0 R 75 0 R ] /Limits [ (cite.david2022hermes) (cite.roque2025cherry) ] >>
endobj
16 0 obj
<< /Kids [ 76 0 R 77 0 R 78 0 R 79 0 R 80 0 R 81 0 R ] /Limits [ (cite.salinas2020deepar) (page.14) ] >>
endobj
17 0 obj
<< /Kids [ 82 0 R 83 0 R 84 0 R 85 0 R 86 0 R 87 0 R ] /Limits [ (page.15) (subsection.4.3) ] >>
endobj
18 0 obj
<< /Kids [ 88 0 R 89 0 R 90 0 R 91 0 R 92 0 R 93 0 R ] /Limits [ (subsection.5.1) (table.caption.5) ] >>
endobj
19 0 obj
<< /Kids [ 94 0 R ] /Limits [ (theorem.C.1) (theorem.C.1) ] >>
endobj
20 0 obj
<< /A << /D (cite.aksu2024gift) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 177.731 184.84 222.208 195.395 ] /Subtype /Link /Type /Annot >>
endobj
21 0 obj
<< /A << /D (cite.aksu2024gift) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 225.176 184.84 246.875 195.395 ] /Subtype /Link /Type /Annot >>
endobj
22 0 obj
<< /A << /D (cite.cohen2025toto) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 212.726 160.541 261.859 171.485 ] /Subtype /Link /Type /Annot >>
endobj
23 0 obj
<< /A << /D (cite.cohen2025toto) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 264.806 160.541 286.385 171.485 ] /Subtype /Link /Type /Annot >>
endobj
24 0 obj
<< /A << /D (cite.bojer2021kaggle) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 383.704 531.879 461.734 542.823 ] /Subtype /Link /Type /Annot >>
endobj
25 0 obj
<< /A << /D (cite.bojer2021kaggle) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 464.434 531.879 485.953 542.823 ] /Subtype /Link /Type /Annot >>
endobj
26 0 obj
<< /A << /D (cite.arango2025chronosx) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 488.926 531.879 541.241 542.823 ] /Subtype /Link /Type /Annot >>
endobj
27 0 obj
<< /A << /D (cite.arango2025chronosx) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 306.444 519.924 327.963 530.868 ] /Subtype /Link /Type /Annot >>
endobj
28 0 obj
<< /A << /D (cite.fildes2022retail) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 466.393 484.059 513.925 495.003 ] /Subtype /Link /Type /Annot >>
endobj
29 0 obj
<< /A << /D (cite.fildes2022retail) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 516.866 484.059 538.465 495.003 ] /Subtype /Link /Type /Annot >>
endobj
30 0 obj
<< /A << /D (cite.roque2025cherry) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 490.907 418.305 541.169 429.249 ] /Subtype /Link /Type /Annot >>
endobj
31 0 obj
<< /A << /D (cite.roque2025cherry) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 306.444 406.35 328.76 417.294 ] /Subtype /Link /Type /Annot >>
endobj
32 0 obj
<< /A << /D (cite.hewamalage2023forecast) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 437.256 316.686 513.26 327.63 ] /Subtype /Link /Type /Annot >>
endobj
33 0 obj
<< /A << /D (cite.hewamalage2023forecast) /S /GoTo >> /Border [ 0 0 0 ] /C [ 0 1 0 ] /H /I /Rect [ 516.274 316.686 538.331 327.63 ] /Subtype /Link /Type /Annot >>
endobj
34 0 obj
<< /A << /S /URI /URI (https://arxiv.org/abs/2509.26468v1) >> /BS << /W 0 >> /NM (fitz-L0) /Rect [ 12 222.13 32 569.87 ] /Subtype /Link >>
endobj
35 0 obj
<< /Length 10 /Filter /FlateDecode >>
stream
xœ+ä î |
endstream
endobj
36 0 obj
<< /Filter /FlateDecode /Length 4628 >>
stream
xÚ[m�Ü8rþî_ÑŸÍÁ£_%]‚ öb½¹Cövo=#ðÞM·¦[gµÔ+©w2ûëó‹ÔÛtÛo€�[$Eɪzê�ŽÓMìþº½ÀßOß½J6ûM²¹þûË+�ßd#6ÆÄZoR‘ÇÚn¶ÇWÿ‘lvùË&‰óÜnÝ{Ç�Î,~ëÍûW{öµ·w¯þøÎ¤¡c¥ÜÜ=lD¢ã4S›‹8IÓÍÝnó1z(½½/›íáæwùã;¡Ì|ÊÇèO7·J$Ñ››[i’è§²¨«~¨¶Ü|K�E÷‰›7ÒDmÇ�»‘EÕ±äÖû²«ÊžŸßù×0^n|ÙñWßÞ=;›Š8“¿ëhGyœ[iiCغ”fcµˆÑïNà‡ºüÔÍίûýa{8wþ4´ØØ8OUFsÓÜQV±~ªÀ•E˜În¢$L,qÈ·³×ßÜïÎõ슡òDß4}ÑU—ˆf*VJý¢ßM9²$—ѹût,›‹ûKb™¬H]¢‘ÄBæÿå¹ÙüÖúCʺ..±*Yþ5DþZm½œ}Ûá±o/nÂJœÀ—7q«T
nêÍ-ŽÌx]øñ’^Ü×~ß�ËÎíë
%+!ç”$sF]åŒ]lèûj{(J/oÛCý‰è—·ï·‡¦¬våE!ÐN‘g_s€ÿíØÿT@ÝÉ72ÈÊ÷lsЛ>£ò³¢ÅX·í'ާ¶Šf`Ú+Â"ƒÊ¦ÜÁÐÝ>’>¶]½lh“ýkß<Ãh²ø�EöüX
~0¬“𾫊¡Ä¡…ÃN§$Iº1‰�Ñçðf·«HÒŠ¶:rD
±ÔÙ<{}{ãL K¥!éÛ–»sǦýñ_>l�ëX
¿çºp ›g¤ypfÞ)PžChö8Y�Ð2 zѱøÄìÆX5ð¤s³Ë¢ãÆã¡ÄR‚9ƒ½R)�¦½Xµ÷Ðf•S'�Êjq,šmɻʹeÑb7‚\þœ$ªÜyaïÎþíêxM¡4LœJüvqN^H 10‰¾«”u"ëuPïöÈ}`Ÿ&öÝ>¾±È½±õóèû¢¡O<ñKN6¼ªœIÏ”£¨ûÖ#�³>Uíe©±Äö ÀÉC(èÎÛ<A„õkÛ6W m¬À·€Üuˆ ¥ Ô^@ë oZJw4^zÚ–G Õ.ôñoÕ%�侃ˆ_[‚Ò±Vþ0SÑ9!„zNÕ©¬�5„/Fêî&…æ±b·clUÖ©¡õ;-8A9ŸÓ&ݲc�ùí?º9)î©íKo E2·Ÿ~º�6ÖùjþÚi^˜¯m÷UÁ
/&“
AC
Z–,²gÔ³m�'€ôU>²9")a*#‘$ü@ö$8Õ®#€‹m×öþ¹¿Oš×p/ìÅC$ÚX7œ%hoëóŽy†ïhK¿&У.AêAPO xã½?Ÿ’}p‰dfáƒx{ÀÍèÉļf»þèû!T]»;o?ÏÒÜÆ X¶ø4XúfJAމYNóô&_WûÃðXÒ¿ù²ÕvR[«xò�OÃÁ¡¶T˜zßÝ7XŸ¡hã>™�<4ã/:`ˆ¯‰Š‚3œ[
k
MÅ"‡CAŠOÞÏñt(úê·Ò�tåÉ�^u_±GE�ÎÉ¡‡¾,®«2Iœ¿š]Ÿ,ñ `(°}ÊD0�^*¾c‹û‰��
?
D>ú{_�žêE®†•ÀíLó/25 |ÉaÄrÖëÏ‘ÉAFŠgd>#1wÊÂO^Ìq`‹O}€|¨Vuªƒ«uÁÐ_á°*ÓžGàv׳ŸëÏ’zß¶ùâ§[[ÒÍÇ-w¥7·Æ±ce…Ð\¡…8$˼³âŒ•MH€ ÌüìD~\Ústuë8ŽÇ�YÎ
‚¾úª;¬çJ†í5ëKNþš=¦§tENî—óa©kø%öÖñЪꚇû-ÔirÈF‚Ø0_B8òÔïñÙ Z*¦}ºçþ\=7ÆHñ2ðXeðçß}©-‘I§i¾šì€„´¶g¿’Ñ©'ï+_$‡hráÕ¿f/jéùb@QÑ;›ÌÝìþûIþ8¢ÛK¾5B–8±AZª‡'‰ 7Ǫ¯B@º«€m$ß>²Ïô°ù±õ²µïë’1 ²Ï·=ijÎñ,ü8