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<!DOCTYPE html>
<html lang="zh-CN">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>ICLR 论文-作者-审稿人关系图</title>
<script type="text/javascript" src="https://unpkg.com/vis-network/standalone/umd/vis-network.min.js"></script>
<script src="load_chunked_json.js"></script>
<style>
* {
margin: 0;
padding: 0;
box-sizing: border-box;
}
body {
font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
min-height: 100vh;
padding: 20px;
}
.container {
max-width: 1800px;
margin: 0 auto;
background: white;
border-radius: 15px;
box-shadow: 0 20px 60px rgba(0, 0, 0, 0.3);
overflow: hidden;
}
.header {
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
color: white;
padding: 30px;
text-align: center;
}
.header h1 {
font-size: 2.5em;
margin-bottom: 10px;
}
.header p {
font-size: 1.1em;
opacity: 0.9;
}
.controls {
padding: 20px 30px;
background: #f8f9fa;
border-bottom: 1px solid #dee2e6;
display: flex;
flex-wrap: wrap;
gap: 15px;
align-items: center;
}
.control-group {
display: flex;
align-items: center;
gap: 10px;
}
.control-group label {
font-weight: 600;
color: #495057;
}
.control-group input,
.control-group select,
.control-group button {
padding: 8px 15px;
border: 2px solid #dee2e6;
border-radius: 5px;
font-size: 14px;
transition: all 0.3s;
}
.control-group input:focus,
.control-group select:focus {
outline: none;
border-color: #667eea;
}
.control-group button {
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
color: white;
border: none;
cursor: pointer;
font-weight: 600;
}
.control-group button:hover {
transform: translateY(-2px);
box-shadow: 0 5px 15px rgba(102, 126, 234, 0.4);
}
.control-group button:active {
transform: translateY(0);
}
.delete-btn {
background: linear-gradient(135deg, #f44336 0%, #d32f2f 100%) !important;
margin-top: 10px;
width: 100%;
}
.delete-btn:hover {
background: linear-gradient(135deg, #e53935 0%, #c62828 100%) !important;
}
/* 优化渲染性能 */
.container {
contain: layout style paint;
}
.stats {
contain: layout style;
}
.control-group button:disabled {
background: #ccc;
cursor: not-allowed;
transform: none;
}
.search-input-group {
display: flex;
gap: 10px;
flex: 1;
min-width: 300px;
}
.search-input-group input {
flex: 1;
}
.stats {
display: flex;
gap: 20px;
flex-wrap: wrap;
margin-left: auto;
}
.stat-item {
background: white;
padding: 10px 20px;
border-radius: 8px;
box-shadow: 0 2px 5px rgba(0, 0, 0, 0.1);
}
.stat-item .label {
font-size: 0.85em;
color: #6c757d;
margin-bottom: 5px;
}
.stat-item .value {
font-size: 1.5em;
font-weight: bold;
color: #667eea;
}
#network {
width: 100%;
height: 700px;
background: #f8f9fa;
border: 1px solid #dee2e6;
position: relative;
/* 启用硬件加速 */
transform: translateZ(0);
will-change: contents;
}
.loading-overlay {
position: absolute;
top: 0;
left: 0;
right: 0;
bottom: 0;
background: rgba(248, 249, 250, 0.9);
display: none;
align-items: center;
justify-content: center;
z-index: 1000;
flex-direction: column;
gap: 15px;
}
.loading-overlay.active {
display: flex;
}
.spinner {
width: 40px;
height: 40px;
border: 4px solid #dee2e6;
border-top-color: #667eea;
border-radius: 50%;
animation: spin 0.8s linear infinite;
}
@keyframes spin {
to { transform: rotate(360deg); }
}
.loading-text {
color: #495057;
font-size: 14px;
}
.info-panel {
padding: 20px 30px;
background: #f8f9fa;
border-top: 1px solid #dee2e6;
display: none;
}
.info-panel.active {
display: block;
}
.info-panel h3 {
color: #495057;
margin-bottom: 15px;
font-size: 1.3em;
}
.info-item {
background: white;
padding: 15px;
border-radius: 8px;
margin-bottom: 10px;
box-shadow: 0 2px 5px rgba(0, 0, 0, 0.05);
}
.info-item strong {
color: #667eea;
display: inline-block;
min-width: 120px;
}
.review-content {
background: #fff3cd;
border-left: 4px solid #ffc107;
padding: 15px;
margin: 10px 0;
border-radius: 5px;
}
.review-section {
margin-bottom: 15px;
}
.review-section-title {
font-weight: 600;
color: #856404;
margin-bottom: 5px;
font-size: 0.9em;
}
.review-section-content {
color: #495057;
line-height: 1.6;
white-space: pre-wrap;
word-wrap: break-word;
}
.review-rating {
display: inline-block;
background: #ff6b6b;
color: white;
padding: 3px 10px;
border-radius: 12px;
font-weight: 600;
font-size: 0.9em;
margin-bottom: 10px;
}
.review-search-result {
padding: 12px;
border-bottom: 1px solid #f0f0f0;
cursor: pointer;
transition: background 0.2s;
}
.review-search-result:hover {
background: #f8f9fa;
}
.review-search-result-header {
display: flex;
justify-content: space-between;
align-items: center;
margin-bottom: 8px;
}
.review-search-result-rating {
background: #ff6b6b;
color: white;
padding: 2px 8px;
border-radius: 10px;
font-size: 0.85em;
font-weight: 600;
}
.review-search-result-preview {
color: #6c757d;
font-size: 0.9em;
line-height: 1.4;
max-height: 60px;
overflow: hidden;
text-overflow: ellipsis;
}
.review-search-result-meta {
font-size: 0.8em;
color: #999;
margin-top: 5px;
}
.legend {
display: flex;
gap: 20px;
flex-wrap: wrap;
margin-top: 10px;
}
.legend-item {
display: flex;
align-items: center;
gap: 8px;
}
.legend-color {
width: 20px;
height: 20px;
border-radius: 50%;
}
.legend-color.paper {
background: #4CAF50;
}
.legend-color.author {
background: #2196F3;
}
.legend-color.reviewer {
background: #FF9800;
}
.legend-line {
width: 30px;
height: 3px;
}
.legend-line.submission {
background: #2B7CE9;
}
.legend-line.review {
background: #FF6B6B;
}
.hint {
text-align: center;
padding: 20px;
color: #6c757d;
font-style: italic;
}
.search-results {
position: absolute;
top: 100%;
left: 0;
right: 0;
background: white;
border: 1px solid #dee2e6;
border-top: none;
border-radius: 0 0 5px 5px;
max-height: 300px;
overflow-y: auto;
z-index: 1000;
display: none;
box-shadow: 0 4px 6px rgba(0, 0, 0, 0.1);
}
.search-results.active {
display: block;
}
.search-result-item {
padding: 10px 15px;
cursor: pointer;
border-bottom: 1px solid #f0f0f0;
transition: background 0.2s;
}
.search-result-item:hover {
background: #f8f9fa;
}
.search-result-item:last-child {
border-bottom: none;
}
.search-result-label {
font-weight: 600;
color: #495057;
}
.search-result-type {
font-size: 0.85em;
color: #6c757d;
margin-left: 10px;
}
.search-result-score {
float: right;
font-size: 0.8em;
color: #667eea;
font-weight: 600;
}
</style>
</head>
<body>
<div class="container">
<div class="header">
<h1>📊 ICLR 论文-作者-审稿人关系图</h1>
<p>动态可视化论文投稿和审稿关系网络 - 按需加载</p>
</div>
<div class="controls">
<div class="control-group search-input-group" style="position: relative;">
<input type="text" id="searchInput" placeholder="输入投稿号/作者名称/审稿人代号... (支持模糊搜索)" autocomplete="off">
<button onclick="addNodeBySearch()">添加节点</button>
<label style="display: flex; align-items: center; gap: 5px; white-space: nowrap;">
<input type="checkbox" id="fuzzySearchEnabled" checked style="width: auto; margin: 0;">
<span style="font-size: 12px;">模糊搜索</span>
</label>
<div class="search-results" id="searchResults"></div>
</div>
<div class="control-group search-input-group" style="position: relative; margin-top: 10px;">
<input type="text" id="reviewSearchInput" placeholder="搜索评论内容... (支持模糊搜索)" autocomplete="off">
<button onclick="searchReviews()">搜索评论</button>
<div class="search-results" id="reviewSearchResults"></div>
</div>
<div class="control-group">
<button onclick="clearGraph()">清空图表</button>
<button onclick="deleteSelectedNodes()" id="deleteBtn" disabled style="background: linear-gradient(135deg, #f44336 0%, #d32f2f 100%);">删除选中节点</button>
<button onclick="fitNetwork()">适应窗口</button>
</div>
<div class="stats">
<div class="stat-item">
<div class="label">已加载节点</div>
<div class="value" id="statNodes">0</div>
</div>
<div class="stat-item">
<div class="label">已加载边</div>
<div class="value" id="statEdges">0</div>
</div>
</div>
</div>
<div class="legend" style="padding: 15px 30px; background: #f8f9fa; border-bottom: 1px solid #dee2e6;">
<div class="legend-item">
<div class="legend-color paper"></div>
<span>论文节点</span>
</div>
<div class="legend-item">
<div class="legend-color author"></div>
<span>作者节点</span>
</div>
<div class="legend-item">
<div class="legend-color reviewer"></div>
<span>审稿人节点</span>
</div>
<div class="legend-item">
<div class="legend-line submission"></div>
<span>投稿关系</span>
</div>
<div class="legend-item">
<div class="legend-line review"></div>
<span>审稿关系</span>
</div>
</div>
<div id="network" style="position: relative;">
<div class="loading-overlay" id="loadingOverlay">
<div class="spinner"></div>
<div class="loading-text" id="loadingText">加载中...</div>
</div>
</div>
<div class="hint" id="hintText">💡 提示: 在搜索框中输入投稿号、作者名称或审稿人代号，然后点击"添加节点"开始探索</div>
<div class="info-panel" id="infoPanel">
<h3>节点信息</h3>
<div id="infoContent"></div>
</div>
</div>
<script>
// 全局变量
let network = null;
let nodes = new vis.DataSet([]);
let edges = new vis.DataSet([]);
let graphIndex = null;
let graphData = null; // 完整的图数据（包含评论内容）
let loadedNodeIds = new Set(); // 已加载的节点ID
let jsonLoader = new ChunkedJSONLoader(''); // 分块JSON加载器
let selectedNodeIds = new Set(); // 选中的节点ID
// 性能优化：批量更新队列
let updateQueue = {
nodes: new Set(),
edges: new Set(),
timeout: null
};
// 防抖函数
function debounce(func, wait) {
let timeout;
return function executedFunction(...args) {
const later = () => {
clearTimeout(timeout);
func(...args);
};
clearTimeout(timeout);
timeout = setTimeout(later, wait);
};
}
// 节流函数
function throttle(func, limit) {
let inThrottle;
return function(...args) {
if (!inThrottle) {
func.apply(this, args);
inThrottle = true;
setTimeout(() => inThrottle = false, limit);
}
};
}
// 计算编辑距离（Levenshtein距离）
function levenshteinDistance(str1, str2) {
const len1 = str1.length;
const len2 = str2.length;
// 创建矩阵
const matrix = Array(len1 + 1).fill(null).map(() => Array(len2 + 1).fill(0));
// 初始化第一行和第一列
for (let i = 0; i <= len1; i++) matrix[i][0] = i;
for (let j = 0; j <= len2; j++) matrix[0][j] = j;
// 填充矩阵
for (let i = 1; i <= len1; i++) {
for (let j = 1; j <= len2; j++) {
const cost = str1[i - 1] === str2[j - 1] ? 0 : 1;
matrix[i][j] = Math.min(
matrix[i - 1][j] + 1, // 删除
matrix[i][j - 1] + 1, // 插入
matrix[i - 1][j - 1] + cost // 替换
);
}
}
return matrix[len1][len2];
}
// 计算相似度（0-1之间，1表示完全相同）
function similarity(str1, str2) {
const maxLen = Math.max(str1.length, str2.length);
if (maxLen === 0) return 1;
const distance = levenshteinDistance(str1.toLowerCase(), str2.toLowerCase());
return 1 - (distance / maxLen);
}
// 模糊搜索函数（返回带评分的结果）
function fuzzySearch(query, labels, threshold = 0.6, maxResults = 50) {
const queryLower = query.toLowerCase();
const results = [];
// 如果查询太短，只做精确和包含匹配
const useFuzzy = queryLower.length >= 3;
for (const [label, ids] of Object.entries(labels)) {
const labelLower = label.toLowerCase();
// 1. 精确匹配（最高优先级）
if (labelLower === queryLower) {
ids.forEach(id => {
results.push({ id, score: 1.0, matchType: 'exact', label });
});
continue;
}
// 2. 包含匹配
if (labelLower.includes(queryLower)) {
const score = 0.9 * (queryLower.length / labelLower.length);
ids.forEach(id => {
results.push({ id, score, matchType: 'contains', label });
});
continue;
}
// 3. 开头匹配
if (labelLower.startsWith(queryLower)) {
ids.forEach(id => {
results.push({ id, score: 0.85, matchType: 'starts', label });
});
continue;
}
// 4. 结尾匹配
if (labelLower.endsWith(queryLower)) {
ids.forEach(id => {
results.push({ id, score: 0.8, matchType: 'ends', label });
});
continue;
}
// 5. 单词匹配（按空格分割）
const queryWords = queryLower.split(/\s+/).filter(w => w.length > 0);
const labelWords = labelLower.split(/\s+/).filter(w => w.length > 0);
if (queryWords.length > 0) {
let wordMatches = 0;
for (const qWord of queryWords) {
for (const lWord of labelWords) {
if (lWord.includes(qWord) || qWord.includes(lWord)) {
wordMatches++;
break;
}
}
}
if (wordMatches > 0) {
const score = (wordMatches / queryWords.length) * 0.7;
ids.forEach(id => {
results.push({ id, score, matchType: 'words', label });
});
continue;
}
}
// 6. 模糊匹配（编辑距离）- 只在查询长度>=3时使用
if (useFuzzy) {
const sim = similarity(queryLower, labelLower);
if (sim >= threshold) {
ids.forEach(id => {
results.push({ id, score: sim * 0.6, matchType: 'fuzzy', label });
});
}
}
}
// 去重并按分数排序
const uniqueResults = new Map();
for (const result of results) {
if (!uniqueResults.has(result.id) || uniqueResults.get(result.id).score < result.score) {
uniqueResults.set(result.id, result);
}
}
// 转换为数组并按分数降序排序
const sortedResults = Array.from(uniqueResults.values())
.sort((a, b) => b.score - a.score)
.slice(0, maxResults);
return sortedResults;
}
// 显示/隐藏加载状态
function showLoading(text = '加载中...') {
const overlay = document.getElementById('loadingOverlay');
const loadingText = document.getElementById('loadingText');
if (overlay && loadingText) {
loadingText.textContent = text;
overlay.classList.add('active');
}
}
function hideLoading() {
const overlay = document.getElementById('loadingOverlay');
if (overlay) {
overlay.classList.remove('active');
}
}
// 更新统计信息（使用节流优化）
const updateStats = throttle(function() {
requestAnimationFrame(() => {
const nodesCount = nodes.length;
const edgesCount = edges.length;
const nodesEl = document.getElementById('statNodes');
const edgesEl = document.getElementById('statEdges');
if (nodesEl) nodesEl.textContent = nodesCount;
if (edgesEl) edgesEl.textContent = edgesCount;
});
}, 100);
// 节点颜色配置
const nodeColors = {
'paper': { background: '#4CAF50', border: '#2E7D32', highlight: { background: '#66BB6A', border: '#2E7D32' } },
'author': { background: '#2196F3', border: '#1565C0', highlight: { background: '#64B5F6', border: '#1565C0' } },
'reviewer': { background: '#FF9800', border: '#E65100', highlight: { background: '#FFB74D', border: '#E65100' } }
};
// 加载索引数据
async function loadIndex() {
try {
showLoading('正在加载数据索引...');
// 使用分块加载器，自动检测是否需要分块加载
graphIndex = await jsonLoader.loadJSON('graph_index.json');
console.log('索引加载成功');
// 尝试加载完整的图数据（包含评论内容）
try {
graphData = await jsonLoader.loadJSON('graph_data.json');
console.log('图数据加载成功');
} catch (e) {
console.warn('无法加载 graph_data.json，评论内容可能无法显示:', e);
}
hideLoading();
} catch (error) {
console.error('加载索引失败:', error);
hideLoading();
alert('无法加载索引文件。请先运行 build_index.py 生成 graph_index.json');
}
}
// 初始化网络
function initializeNetwork() {
const container = document.getElementById('network');
const data = {
nodes: nodes,
edges: edges
};
const options = {
nodes: {
borderWidth: 2,
shadow: {
enabled: false // 禁用阴影提升性能
},
font: {
size: 12,
face: 'Arial'
},
shape: 'dot',
chosen: {
node: function(values, id, selected, hovering) {
// 优化选中效果
if (hovering || selected) {
values.borderWidth = 3;
}
}
}
},
edges: {
shadow: {
enabled: false // 禁用阴影提升性能
},
smooth: {
type: 'continuous',
roundness: 0.5,
forceDirection: 'none' // 优化平滑算法
},
arrows: {
to: {
enabled: true,
scaleFactor: 0.8
}
}
},
physics: {
enabled: true,
stabilization: {
enabled: true,
iterations: 50, // 减少迭代次数，提升初始加载速度
fit: true,
updateInterval: 25 // 更频繁的更新，但减少总迭代
},
barnesHut: {
gravitationalConstant: -3000, // 优化力场
centralGravity: 0.05,
springLength: 150,
springConstant: 0.05,
damping: 0.15, // 增加阻尼，更快稳定
avoidOverlap: 0.8
},
adaptiveTimestep: true, // 自适应时间步长
maxVelocity: 50, // 限制最大速度
minVelocity: 0.01, // 最小速度阈值
solver: 'barnesHut' // 使用高效的Barnes-Hut算法
},
interaction: {
hover: true,
tooltipDelay: 200, // 增加延迟，减少频繁触发
zoomView: true,
dragView: true,
selectConnectedEdges: false, // 禁用自动选择连接边，提升性能
hideEdgesOnDrag: false, // 拖拽时保持边显示
hideEdgesOnZoom: false // 缩放时保持边显示
},
layout: {
improvedLayout: true, // 启用改进的布局算法
hierarchical: {
enabled: false
}
},
configure: {
enabled: false // 禁用配置面板
}
};
network = new vis.Network(container, data, options);
// 稳定化完成事件
network.once('stabilizationEnd', function() {
console.log('网络稳定化完成');
hideLoading();
});
// 稳定化进度事件（可选，用于显示进度）
network.on('stabilizationProgress', function(params) {
if (params.iterations % 10 === 0) {
console.log(`稳定化进度: ${params.iterations}/${params.total}`);
}
});
// 节点点击事件 - 展开节点（使用节流优化）
network.on('click', throttle(function(params) {
if (params.nodes.length > 0) {
const nodeId = params.nodes[0];
// 使用 requestAnimationFrame 优化
requestAnimationFrame(() => {
expandNode(nodeId);
showNodeInfo(nodeId);
});
} else if (params.edges.length > 0) {
// 点击边，显示评论内容
const edgeId = params.edges[0];
showEdgeInfo(edgeId);
} else {
hideNodeInfo();
}
}, 200));
// 节点选择事件
network.on('selectNode', function(params) {
selectedNodeIds.clear();
params.nodes.forEach(nodeId => selectedNodeIds.add(nodeId));
updateDeleteButton();
});
// 节点取消选择事件
network.on('deselectNode', function(params) {
params.nodes.forEach(nodeId => selectedNodeIds.delete(nodeId));
updateDeleteButton();
});
// 点击空白处取消选择
network.on('click', function(params) {
if (params.nodes.length === 0 && params.edges.length === 0) {
selectedNodeIds.clear();
updateDeleteButton();
}
});
// 双击节点时聚焦
network.on('doubleClick', function(params) {
if (params.nodes.length > 0) {
network.focus(params.nodes[0], {
scale: 1.5,
animation: {
duration: 300,
easingFunction: 'easeInOutQuad'
}
});
}
});
// 拖拽开始和结束事件（优化性能）
let isDragging = false;
network.on('dragStart', function() {
isDragging = true;
// 拖拽时临时禁用物理引擎
network.setOptions({ physics: { enabled: false } });
});
network.on('dragEnd', function() {
isDragging = false;
// 拖拽结束后重新启用物理引擎
network.setOptions({ physics: { enabled: true } });
});
// 缩放事件优化（使用防抖）
network.on('zoom', debounce(function(params) {
// 缩放时可以调整节点大小
if (params.scale < 0.5) {
// 缩小视图时隐藏标签
network.setOptions({
nodes: { font: { size: 0 } }
});
} else {
network.setOptions({
nodes: { font: { size: 12 } }
});
}
}, 100));
updateStats();
}
// 根据搜索添加节点（优化性能）
function addNodeBySearch() {
let query = document.getElementById('searchInput').value.trim();
if (!query) {
alert('请输入搜索内容');
return;
}
if (!graphIndex) {
alert('索引未加载，请刷新页面重试');
return;
}
showLoading('搜索节点...');
// 使用 requestAnimationFrame 优化搜索性能
requestAnimationFrame(() => {
// 如果输入是纯数字，自动转换为投稿号格式
if (/^\d+$/.test(query)) {
const submissionNumber = query;
// 尝试多种投稿号格式（按常见格式顺序尝试）
const possibleIds = [
`ICLR.cc/2026/Conference/Submission${submissionNumber}`,
`Submission${submissionNumber}`,
`ICLR.cc/2026/Conference/Submission${submissionNumber.padStart(4, '0')}` // 带前导零的格式
];
// 查找匹配的投稿号
let found = false;
for (const possibleId of possibleIds) {
if (graphIndex.nodes_by_id[possibleId]) {
query = possibleId;
found = true;
break;
}
}
// 如果直接匹配失败，尝试在所有节点ID中搜索包含该数字的投稿号
if (!found) {
const searchPattern = new RegExp(`Submission${submissionNumber}(?:\\D|$)`);
for (const nodeId of Object.keys(graphIndex.nodes_by_id)) {
if (searchPattern.test(nodeId)) {
query = nodeId;
found = true;
break;
}
}
}
}
// 尝试多种搜索方式
let nodeIds = [];
let searchMethod = '';
// 1. 直接按ID搜索（精确匹配）
if (graphIndex.nodes_by_id[query]) {
nodeIds = [query];
searchMethod = '精确ID匹配';
}
// 2. 精确标签匹配
else if (graphIndex.nodes_by_label[query.toLowerCase()]) {
nodeIds = graphIndex.nodes_by_label[query.toLowerCase()];
searchMethod = '精确标签匹配';
}
// 3. 包含匹配和模糊搜索
else {
const queryLower = query.toLowerCase();
const maxResults = 50;
const fuzzyEnabled = document.getElementById('fuzzySearchEnabled')?.checked !== false;
// 先尝试快速包含匹配
const quickResults = [];
for (const [label, ids] of Object.entries(graphIndex.nodes_by_label)) {
if (quickResults.length >= maxResults) break;
if (label.includes(queryLower)) {
quickResults.push(...ids);
}
}