Spaces:
Sleeping
Sleeping
add_subcategories
#1
by
santicas
- opened
- app.py +100 -15
- arxiv_categories.json +238 -0
app.py
CHANGED
@@ -3,21 +3,51 @@ from google import genai
|
|
3 |
from google.genai import types
|
4 |
import os
|
5 |
import requests
|
|
|
6 |
|
7 |
# setting api keys
|
8 |
genai_api_key = os.environ.get('GENAI_API_KEY')
|
9 |
client = genai.Client(api_key=genai_api_key)
|
10 |
|
11 |
-
#
|
12 |
-
with open("./arxiv_categories.
|
13 |
-
|
14 |
|
15 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
16 |
yield "β³ Generating summaries... please wait."
|
17 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
18 |
# arxiv announcement page
|
19 |
-
|
20 |
-
url = f"https://arxiv.org/list/{cat_txt[-1][1:-1]}/new"
|
21 |
url = "https://r.jina.ai/" + url
|
22 |
scraped_text = requests.get(url)
|
23 |
|
@@ -26,12 +56,13 @@ def launch(temp, cat, iteration):
|
|
26 |
ind2 = scraped_text.text.index("Cross submissions (")
|
27 |
filtered = scraped_text.text[ind1:ind2]
|
28 |
|
29 |
-
|
30 |
-
|
|
|
31 |
You will be given a list of new paper entries from the arXiv daily announcement page.
|
32 |
|
33 |
Each entry includes the title and abstract.
|
34 |
-
For each entry, extract insights to help readers understand the paper
|
35 |
If any information is not clearly mentioned in the abstract, write `"Not specified."`
|
36 |
|
37 |
For each paper, briefly answer:
|
@@ -93,8 +124,6 @@ Please do NOT generate any HTML, only return answers in plain structured text.
|
|
93 |
if 'Article link:' in paper:
|
94 |
article_link = paper.split('Article link:')[1].strip()
|
95 |
|
96 |
-
|
97 |
-
|
98 |
html_output += f"""
|
99 |
<div style="border:1px solid #ddd; padding:20px; margin:15px; border-radius:15px; background: linear-gradient(to right, #f7f7f7, #e1e1e1); box-shadow: 0px 8px 15px rgba(0,0,0,0.1); transition: transform 0.3s ease-in-out, box-shadow 0.3s ease-in-out; font-family: 'Verdana', sans-serif; color: #34495e;">
|
100 |
<h3 style="font-size: 22px; font-weight: bold; margin-bottom: 12px; color: #2c3e50; text-shadow: 1px 1px 3px rgba(0,0,0,0.2);">{[idx+1]} {title[:-2]}</h3>
|
@@ -130,15 +159,71 @@ css = """
|
|
130 |
"""
|
131 |
# font-family: Arial, sans-serif; /* Apply Arial font to all text */
|
132 |
with gr.Blocks(theme=gr.themes.Glass(), css=css) as demo:
|
133 |
-
gr.Markdown("## Hey, I
|
134 |
gr.Markdown("SkimArXiv provides daily AI-generated summaries of new arXiv papers (using Gemini) β customized by the research fields you select. Stay up-to-date with the latest discoveries across science, technology, math, and more.")
|
|
|
135 |
with gr.Row():
|
136 |
slider_temp = gr.Slider(minimum=0, maximum=2, value=0.95, label="temperature", info="0 for reproducibility and > 0 for creativity. 0.95 is the default value for gemini-2.0-flash.")
|
137 |
iterations = gr.Number(value=2, label="iterations", info="larger number of papers requires larger iterations (e.g., 1 iteration ~ 40-50 papers).")
|
138 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
139 |
generate_button = gr.Button("Generate Today's Summaries")
|
140 |
|
141 |
output_html = gr.HTML()
|
142 |
-
generate_button.click(fn=launch, inputs=[slider_temp, category, iterations], outputs=output_html)
|
143 |
|
144 |
-
demo.launch()
|
|
|
3 |
from google.genai import types
|
4 |
import os
|
5 |
import requests
|
6 |
+
import json
|
7 |
|
8 |
# setting api keys
|
9 |
genai_api_key = os.environ.get('GENAI_API_KEY')
|
10 |
client = genai.Client(api_key=genai_api_key)
|
11 |
|
12 |
+
# Load categories from JSON file
|
13 |
+
with open("./arxiv_categories.json", "r") as f:
|
14 |
+
arxiv_categories = json.load(f)
|
15 |
|
16 |
+
# Extract main categories and sub-categories
|
17 |
+
cat_list = list(arxiv_categories.keys())
|
18 |
+
sub_categories = {
|
19 |
+
cat: list(arxiv_categories[cat]["subcategories"].keys())
|
20 |
+
for cat in cat_list
|
21 |
+
}
|
22 |
+
|
23 |
+
# Create a mapping of sub-categories to their descriptions
|
24 |
+
sub_category_descriptions = {
|
25 |
+
cat: {
|
26 |
+
sub: arxiv_categories[cat]["subcategories"][sub]
|
27 |
+
for sub in arxiv_categories[cat]["subcategories"]
|
28 |
+
}
|
29 |
+
for cat in cat_list
|
30 |
+
}
|
31 |
+
|
32 |
+
def launch(temp, cat, sub_cat, iteration):
|
33 |
yield "β³ Generating summaries... please wait."
|
34 |
|
35 |
+
# Extract the category code from the full string (e.g., "astro-ph - Astrophysics" -> "astro-ph")
|
36 |
+
category_code = cat.split(" - ")[0]
|
37 |
+
|
38 |
+
# Extract sub-category codes from the full strings
|
39 |
+
sub_category_codes = [sub.split(" - ")[0] for sub in sub_cat] if sub_cat else []
|
40 |
+
|
41 |
+
# Construct the category string for arXiv API
|
42 |
+
if sub_category_codes: # If sub-categories are selected
|
43 |
+
# Format: main_category.sub_category
|
44 |
+
categories = [f"{category_code}.{sub}" for sub in sub_category_codes]
|
45 |
+
cat_str = " OR ".join(categories)
|
46 |
+
else: # If no sub-categories selected, use main category
|
47 |
+
cat_str = category_code
|
48 |
+
|
49 |
# arxiv announcement page
|
50 |
+
url = f"https://arxiv.org/list/{cat_str}/new"
|
|
|
51 |
url = "https://r.jina.ai/" + url
|
52 |
scraped_text = requests.get(url)
|
53 |
|
|
|
56 |
ind2 = scraped_text.text.index("Cross submissions (")
|
57 |
filtered = scraped_text.text[ind1:ind2]
|
58 |
|
59 |
+
# Update the prompt to include the selected categories
|
60 |
+
category_description = f"{category_code}" + (f" ({', '.join(sub_category_codes)})" if sub_category_codes else "")
|
61 |
+
prompt = f"""You are an expert in {category_description} and a scientific assistant.
|
62 |
You will be given a list of new paper entries from the arXiv daily announcement page.
|
63 |
|
64 |
Each entry includes the title and abstract.
|
65 |
+
For each entry, extract insights to help readers understand the paper's purpose, methods, and findings.
|
66 |
If any information is not clearly mentioned in the abstract, write `"Not specified."`
|
67 |
|
68 |
For each paper, briefly answer:
|
|
|
124 |
if 'Article link:' in paper:
|
125 |
article_link = paper.split('Article link:')[1].strip()
|
126 |
|
|
|
|
|
127 |
html_output += f"""
|
128 |
<div style="border:1px solid #ddd; padding:20px; margin:15px; border-radius:15px; background: linear-gradient(to right, #f7f7f7, #e1e1e1); box-shadow: 0px 8px 15px rgba(0,0,0,0.1); transition: transform 0.3s ease-in-out, box-shadow 0.3s ease-in-out; font-family: 'Verdana', sans-serif; color: #34495e;">
|
129 |
<h3 style="font-size: 22px; font-weight: bold; margin-bottom: 12px; color: #2c3e50; text-shadow: 1px 1px 3px rgba(0,0,0,0.2);">{[idx+1]} {title[:-2]}</h3>
|
|
|
159 |
"""
|
160 |
# font-family: Arial, sans-serif; /* Apply Arial font to all text */
|
161 |
with gr.Blocks(theme=gr.themes.Glass(), css=css) as demo:
|
162 |
+
gr.Markdown("## Hey, I'm skimarXiv π I summarize today's arXiv papers from your favorite fields, saving you time so you don't have to!")
|
163 |
gr.Markdown("SkimArXiv provides daily AI-generated summaries of new arXiv papers (using Gemini) β customized by the research fields you select. Stay up-to-date with the latest discoveries across science, technology, math, and more.")
|
164 |
+
|
165 |
with gr.Row():
|
166 |
slider_temp = gr.Slider(minimum=0, maximum=2, value=0.95, label="temperature", info="0 for reproducibility and > 0 for creativity. 0.95 is the default value for gemini-2.0-flash.")
|
167 |
iterations = gr.Number(value=2, label="iterations", info="larger number of papers requires larger iterations (e.g., 1 iteration ~ 40-50 papers).")
|
168 |
+
|
169 |
+
with gr.Column():
|
170 |
+
# Set default category to astro-ph and initialize its sub-categories
|
171 |
+
default_category = 'astro-ph'
|
172 |
+
|
173 |
+
# Create a mapping of category codes to their descriptions for the dropdown
|
174 |
+
category_choices = {
|
175 |
+
cat: f"{cat} - {arxiv_categories[cat]['description']}"
|
176 |
+
for cat in cat_list
|
177 |
+
}
|
178 |
+
|
179 |
+
category = gr.Dropdown(
|
180 |
+
choices=list(category_choices.values()),
|
181 |
+
value=category_choices[default_category],
|
182 |
+
label="arXiv category",
|
183 |
+
info="Select a main category"
|
184 |
+
)
|
185 |
+
|
186 |
+
# Create a mapping of sub-category codes to their descriptions
|
187 |
+
def get_sub_category_choices(category_code):
|
188 |
+
if category_code in sub_categories and sub_categories[category_code]:
|
189 |
+
return {
|
190 |
+
sub: f"{sub} - {sub_category_descriptions[category_code][sub]}"
|
191 |
+
for sub in sub_categories[category_code]
|
192 |
+
}
|
193 |
+
return {}
|
194 |
+
|
195 |
+
sub_category = gr.CheckboxGroup(
|
196 |
+
choices=list(get_sub_category_choices(default_category).values()),
|
197 |
+
value=[],
|
198 |
+
label="Sub-categories",
|
199 |
+
info="Select specific sub-categories (optional)",
|
200 |
+
interactive=True,
|
201 |
+
visible=bool(sub_categories[default_category])
|
202 |
+
)
|
203 |
+
|
204 |
+
# Add change event to update sub-categories when main category changes
|
205 |
+
def update_sub_categories(category_full):
|
206 |
+
# Extract the category code from the full string (e.g., "astro-ph - Astrophysics" -> "astro-ph")
|
207 |
+
category_code = category_full.split(" - ")[0]
|
208 |
+
|
209 |
+
if category_code in sub_categories and sub_categories[category_code]:
|
210 |
+
sub_choices = get_sub_category_choices(category_code)
|
211 |
+
return {
|
212 |
+
sub_category: gr.CheckboxGroup(
|
213 |
+
choices=list(sub_choices.values()),
|
214 |
+
value=[],
|
215 |
+
visible=True
|
216 |
+
)
|
217 |
+
}
|
218 |
+
return {
|
219 |
+
sub_category: gr.CheckboxGroup(choices=[], value=[], visible=False)
|
220 |
+
}
|
221 |
+
|
222 |
+
category.change(fn=update_sub_categories, inputs=category, outputs=[sub_category])
|
223 |
+
|
224 |
generate_button = gr.Button("Generate Today's Summaries")
|
225 |
|
226 |
output_html = gr.HTML()
|
227 |
+
generate_button.click(fn=launch, inputs=[slider_temp, category, sub_category, iterations], outputs=output_html)
|
228 |
|
229 |
+
demo.launch(share=True)
|
arxiv_categories.json
ADDED
@@ -0,0 +1,238 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"astro-ph": {
|
3 |
+
"description": "Astrophysics",
|
4 |
+
"subcategories": {
|
5 |
+
"GA": "Astrophysics of Galaxies",
|
6 |
+
"CO": "Cosmology and Nongalactic Astrophysics",
|
7 |
+
"EP": "Earth and Planetary Astrophysics",
|
8 |
+
"IM": "Instrumentation and Methods for Astrophysics",
|
9 |
+
"SR": "Solar and Stellar Astrophysics",
|
10 |
+
"HE": "High Energy Astrophysical Phenomena"
|
11 |
+
}
|
12 |
+
},
|
13 |
+
"cond-mat": {
|
14 |
+
"description": "Condensed Matter",
|
15 |
+
"subcategories": {
|
16 |
+
"dis-nn": "Disordered Systems and Neural Networks",
|
17 |
+
"mes-hall": "Mesoscale and Nanoscale Physics",
|
18 |
+
"mtrl-sci": "Materials Science",
|
19 |
+
"other": "Other Condensed Matter",
|
20 |
+
"quant-gas": "Quantum Gases",
|
21 |
+
"soft": "Soft Condensed Matter",
|
22 |
+
"stat-mech": "Statistical Mechanics",
|
23 |
+
"str-el": "Strongly Correlated Electrons",
|
24 |
+
"supr-con": "Superconductivity"
|
25 |
+
}
|
26 |
+
},
|
27 |
+
"gr-qc": {
|
28 |
+
"description": "General Relativity and Quantum Cosmology",
|
29 |
+
"subcategories": {}
|
30 |
+
},
|
31 |
+
"hep-ex": {
|
32 |
+
"description": "High Energy Physics - Experiment",
|
33 |
+
"subcategories": {}
|
34 |
+
},
|
35 |
+
"hep-lat": {
|
36 |
+
"description": "High Energy Physics - Lattice",
|
37 |
+
"subcategories": {}
|
38 |
+
},
|
39 |
+
"hep-ph": {
|
40 |
+
"description": "High Energy Physics - Phenomenology",
|
41 |
+
"subcategories": {}
|
42 |
+
},
|
43 |
+
"hep-th": {
|
44 |
+
"description": "High Energy Physics - Theory",
|
45 |
+
"subcategories": {}
|
46 |
+
},
|
47 |
+
"math-ph": {
|
48 |
+
"description": "Mathematical Physics",
|
49 |
+
"subcategories": {}
|
50 |
+
},
|
51 |
+
"nlin": {
|
52 |
+
"description": "Nonlinear Sciences",
|
53 |
+
"subcategories": {
|
54 |
+
"AO": "Adaptation and Self-Organizing Systems",
|
55 |
+
"CD": "Chaotic Dynamics",
|
56 |
+
"CG": "Cellular Automata and Lattice Gases",
|
57 |
+
"PS": "Pattern Formation and Solitons",
|
58 |
+
"SI": "Exactly Solvable and Integrable Systems"
|
59 |
+
}
|
60 |
+
},
|
61 |
+
"nucl-ex": {
|
62 |
+
"description": "Nuclear Experiment",
|
63 |
+
"subcategories": {}
|
64 |
+
},
|
65 |
+
"nucl-th": {
|
66 |
+
"description": "Nuclear Theory",
|
67 |
+
"subcategories": {}
|
68 |
+
},
|
69 |
+
"physics": {
|
70 |
+
"description": "Physics",
|
71 |
+
"subcategories": {
|
72 |
+
"acc-ph": "Accelerator Physics",
|
73 |
+
"app-ph": "Applied Physics",
|
74 |
+
"ao-ph": "Atmospheric and Oceanic Physics",
|
75 |
+
"atom-ph": "Atomic Physics",
|
76 |
+
"atm-clus": "Atomic and Molecular Clusters",
|
77 |
+
"bio-ph": "Biological Physics",
|
78 |
+
"chem-ph": "Chemical Physics",
|
79 |
+
"class-ph": "Classical Physics",
|
80 |
+
"comp-ph": "Computational Physics",
|
81 |
+
"data-an": "Data Analysis, Statistics and Probability",
|
82 |
+
"flu-dyn": "Fluid Dynamics",
|
83 |
+
"gen-ph": "General Physics",
|
84 |
+
"geo-ph": "Geophysics",
|
85 |
+
"hist-ph": "History and Philosophy of Physics",
|
86 |
+
"ins-det": "Instrumentation and Detectors",
|
87 |
+
"med-ph": "Medical Physics",
|
88 |
+
"optics": "Optics",
|
89 |
+
"plasm-ph": "Plasma Physics",
|
90 |
+
"pop-ph": "Popular Physics",
|
91 |
+
"soc-ph": "Physics and Society",
|
92 |
+
"space-ph": "Space Physics"
|
93 |
+
}
|
94 |
+
},
|
95 |
+
"quant-ph": {
|
96 |
+
"description": "Quantum Physics",
|
97 |
+
"subcategories": {}
|
98 |
+
},
|
99 |
+
"math": {
|
100 |
+
"description": "Mathematics",
|
101 |
+
"subcategories": {
|
102 |
+
"AC": "Commutative Algebra",
|
103 |
+
"AG": "Algebraic Geometry",
|
104 |
+
"AP": "Analysis of PDEs",
|
105 |
+
"AT": "Algebraic Topology",
|
106 |
+
"CA": "Classical Analysis and ODEs",
|
107 |
+
"CO": "Combinatorics",
|
108 |
+
"CT": "Category Theory",
|
109 |
+
"CV": "Complex Variables",
|
110 |
+
"DG": "Differential Geometry",
|
111 |
+
"DS": "Dynamical Systems",
|
112 |
+
"FA": "Functional Analysis",
|
113 |
+
"GM": "General Mathematics",
|
114 |
+
"GN": "General Topology",
|
115 |
+
"GR": "Group Theory",
|
116 |
+
"GT": "Geometric Topology",
|
117 |
+
"HO": "History and Overview",
|
118 |
+
"IT": "Information Theory",
|
119 |
+
"KT": "K-Theory and Homology",
|
120 |
+
"LO": "Logic",
|
121 |
+
"MG": "Metric Geometry",
|
122 |
+
"MP": "Mathematical Physics",
|
123 |
+
"NA": "Numerical Analysis",
|
124 |
+
"NT": "Number Theory",
|
125 |
+
"OA": "Operator Algebras",
|
126 |
+
"OC": "Optimization and Control",
|
127 |
+
"PR": "Probability",
|
128 |
+
"QA": "Quantum Algebra",
|
129 |
+
"RA": "Rings and Algebras",
|
130 |
+
"RT": "Representation Theory",
|
131 |
+
"SG": "Symplectic Geometry",
|
132 |
+
"SP": "Spectral Theory",
|
133 |
+
"ST": "Statistics Theory"
|
134 |
+
}
|
135 |
+
},
|
136 |
+
"cs": {
|
137 |
+
"description": "Computing Research Repository",
|
138 |
+
"subcategories": {
|
139 |
+
"AI": "Artificial Intelligence",
|
140 |
+
"AR": "Hardware Architecture",
|
141 |
+
"CC": "Computational Complexity",
|
142 |
+
"CE": "Computational Engineering, Finance, and Science",
|
143 |
+
"CG": "Computational Geometry",
|
144 |
+
"CL": "Computation and Language",
|
145 |
+
"CR": "Cryptography and Security",
|
146 |
+
"CV": "Computer Vision and Pattern Recognition",
|
147 |
+
"CY": "Computers and Society",
|
148 |
+
"DB": "Databases",
|
149 |
+
"DC": "Distributed, Parallel, and Cluster Computing",
|
150 |
+
"DL": "Digital Libraries",
|
151 |
+
"DM": "Discrete Mathematics",
|
152 |
+
"DS": "Data Structures and Algorithms",
|
153 |
+
"ET": "Emerging Technologies",
|
154 |
+
"FL": "Formal Languages and Automata Theory",
|
155 |
+
"GL": "General Literature",
|
156 |
+
"GR": "Graphics",
|
157 |
+
"GT": "Computer Science and Game Theory",
|
158 |
+
"HC": "Human-Computer Interaction",
|
159 |
+
"IR": "Information Retrieval",
|
160 |
+
"IT": "Information Theory",
|
161 |
+
"LG": "Machine Learning",
|
162 |
+
"LO": "Logic in Computer Science",
|
163 |
+
"MA": "Multiagent Systems",
|
164 |
+
"MM": "Multimedia",
|
165 |
+
"MS": "Mathematical Software",
|
166 |
+
"NA": "Numerical Analysis",
|
167 |
+
"NE": "Neural and Evolutionary Computing",
|
168 |
+
"NI": "Networking and Internet Architecture",
|
169 |
+
"OH": "Other Computer Science",
|
170 |
+
"OS": "Operating Systems",
|
171 |
+
"PF": "Performance",
|
172 |
+
"PL": "Programming Languages",
|
173 |
+
"RO": "Robotics",
|
174 |
+
"SC": "Symbolic Computation",
|
175 |
+
"SD": "Sound",
|
176 |
+
"SE": "Software Engineering",
|
177 |
+
"SI": "Social and Information Networks",
|
178 |
+
"SY": "Systems and Control"
|
179 |
+
}
|
180 |
+
},
|
181 |
+
"q-bio": {
|
182 |
+
"description": "Quantitative Biology",
|
183 |
+
"subcategories": {
|
184 |
+
"BM": "Biomolecules",
|
185 |
+
"CB": "Cell Behavior",
|
186 |
+
"GN": "Genomics",
|
187 |
+
"MN": "Molecular Networks",
|
188 |
+
"NC": "Neurons and Cognition",
|
189 |
+
"OT": "Other Quantitative Biology",
|
190 |
+
"PE": "Populations and Evolution",
|
191 |
+
"QM": "Quantitative Methods",
|
192 |
+
"SC": "Subcellular Processes",
|
193 |
+
"TO": "Tissues and Organs"
|
194 |
+
}
|
195 |
+
},
|
196 |
+
"q-fin": {
|
197 |
+
"description": "Quantitative Finance",
|
198 |
+
"subcategories": {
|
199 |
+
"CP": "Computational Finance",
|
200 |
+
"EC": "Economics",
|
201 |
+
"GN": "General Finance",
|
202 |
+
"MF": "Mathematical Finance",
|
203 |
+
"PM": "Portfolio Management",
|
204 |
+
"PR": "Pricing of Securities",
|
205 |
+
"RM": "Risk Management",
|
206 |
+
"ST": "Statistical Finance",
|
207 |
+
"TR": "Trading and Market Microstructure"
|
208 |
+
}
|
209 |
+
},
|
210 |
+
"stat": {
|
211 |
+
"description": "Statistics",
|
212 |
+
"subcategories": {
|
213 |
+
"AP": "Applications",
|
214 |
+
"CO": "Computation",
|
215 |
+
"ME": "Methodology",
|
216 |
+
"ML": "Machine Learning",
|
217 |
+
"OT": "Other Statistics",
|
218 |
+
"TH": "Statistics Theory"
|
219 |
+
}
|
220 |
+
},
|
221 |
+
"eess": {
|
222 |
+
"description": "Electrical Engineering and Systems Science",
|
223 |
+
"subcategories": {
|
224 |
+
"AS": "Audio and Speech Processing",
|
225 |
+
"IV": "Image and Video Processing",
|
226 |
+
"SP": "Signal Processing",
|
227 |
+
"SY": "Systems and Control"
|
228 |
+
}
|
229 |
+
},
|
230 |
+
"econ": {
|
231 |
+
"description": "Economics",
|
232 |
+
"subcategories": {
|
233 |
+
"EM": "Econometrics",
|
234 |
+
"GN": "General Economics",
|
235 |
+
"TH": "Theoretical Economics"
|
236 |
+
}
|
237 |
+
}
|
238 |
+
}
|