diff --git a/envs/pydantic-v1/poetry.lock b/envs/pydantic-v1/poetry.lock
index f3e8307d..5ff2d288 100644
--- a/envs/pydantic-v1/poetry.lock
+++ b/envs/pydantic-v1/poetry.lock
@@ -1388,13 +1388,13 @@ files = []
 develop = true
 
 [package.dependencies]
-aiohttp = {version = "^3.9.0b0", extras = ["speedups"], optional = true}
+aiohttp = {version = "^3.11.0", extras = ["speedups"], optional = true}
 anyio = "^4.4.0"
 exceptiongroup = "^1.2.2"
 fastapi = {version = ">=0.93.0,<1.0.0", optional = true}
-httpx = {version = ">=0.20.0,<1.0.0", extras = ["http2"], optional = true}
+httpx = {version = ">=0.26.0,<1.0.0", extras = ["http2"], optional = true}
 loguru = ">=0.6.0,<1.0.0"
-pydantic = ">=1.10.0,<3.0.0,!=2.5.0,!=2.5.1,!=2.10.0"
+pydantic = ">=1.10.0,<3.0.0,!=2.5.0,!=2.5.1,!=2.10.0,!=2.10.1"
 pygtrie = "^2.4.1"
 python-dotenv = ">=0.21.0,<2.0.0"
 Quart = {version = ">=0.18.0,<1.0.0", optional = true}
@@ -1405,10 +1405,10 @@ websockets = {version = ">=10.0", optional = true}
 yarl = "^1.7.2"
 
 [package.extras]
-aiohttp = ["aiohttp[speedups] (>=3.9.0b0,<4.0.0)"]
-all = ["Quart (>=0.18.0,<1.0.0)", "aiohttp[speedups] (>=3.9.0b0,<4.0.0)", "fastapi (>=0.93.0,<1.0.0)", "httpx[http2] (>=0.20.0,<1.0.0)", "uvicorn[standard] (>=0.20.0,<1.0.0)", "websockets (>=10.0)"]
+aiohttp = ["aiohttp[speedups] (>=3.11.0,<4.0.0)"]
+all = ["Quart (>=0.18.0,<1.0.0)", "aiohttp[speedups] (>=3.11.0,<4.0.0)", "fastapi (>=0.93.0,<1.0.0)", "httpx[http2] (>=0.26.0,<1.0.0)", "uvicorn[standard] (>=0.20.0,<1.0.0)", "websockets (>=10.0)"]
 fastapi = ["fastapi (>=0.93.0,<1.0.0)", "uvicorn[standard] (>=0.20.0,<1.0.0)"]
-httpx = ["httpx[http2] (>=0.20.0,<1.0.0)"]
+httpx = ["httpx[http2] (>=0.26.0,<1.0.0)"]
 quart = ["Quart (>=0.18.0,<1.0.0)", "uvicorn[standard] (>=0.20.0,<1.0.0)"]
 websockets = ["websockets (>=10.0)"]
 
diff --git a/envs/pydantic-v2/poetry.lock b/envs/pydantic-v2/poetry.lock
index 952ae842..884d5fe1 100644
--- a/envs/pydantic-v2/poetry.lock
+++ b/envs/pydantic-v2/poetry.lock
@@ -1399,13 +1399,13 @@ files = []
 develop = true
 
 [package.dependencies]
-aiohttp = {version = "^3.9.0b0", extras = ["speedups"], optional = true}
+aiohttp = {version = "^3.11.0", extras = ["speedups"], optional = true}
 anyio = "^4.4.0"
 exceptiongroup = "^1.2.2"
 fastapi = {version = ">=0.93.0,<1.0.0", optional = true}
-httpx = {version = ">=0.20.0,<1.0.0", extras = ["http2"], optional = true}
+httpx = {version = ">=0.26.0,<1.0.0", extras = ["http2"], optional = true}
 loguru = ">=0.6.0,<1.0.0"
-pydantic = ">=1.10.0,<3.0.0,!=2.5.0,!=2.5.1,!=2.10.0"
+pydantic = ">=1.10.0,<3.0.0,!=2.5.0,!=2.5.1,!=2.10.0,!=2.10.1"
 pygtrie = "^2.4.1"
 python-dotenv = ">=0.21.0,<2.0.0"
 Quart = {version = ">=0.18.0,<1.0.0", optional = true}
@@ -1416,10 +1416,10 @@ websockets = {version = ">=10.0", optional = true}
 yarl = "^1.7.2"
 
 [package.extras]
-aiohttp = ["aiohttp[speedups] (>=3.9.0b0,<4.0.0)"]
-all = ["Quart (>=0.18.0,<1.0.0)", "aiohttp[speedups] (>=3.9.0b0,<4.0.0)", "fastapi (>=0.93.0,<1.0.0)", "httpx[http2] (>=0.20.0,<1.0.0)", "uvicorn[standard] (>=0.20.0,<1.0.0)", "websockets (>=10.0)"]
+aiohttp = ["aiohttp[speedups] (>=3.11.0,<4.0.0)"]
+all = ["Quart (>=0.18.0,<1.0.0)", "aiohttp[speedups] (>=3.11.0,<4.0.0)", "fastapi (>=0.93.0,<1.0.0)", "httpx[http2] (>=0.26.0,<1.0.0)", "uvicorn[standard] (>=0.20.0,<1.0.0)", "websockets (>=10.0)"]
 fastapi = ["fastapi (>=0.93.0,<1.0.0)", "uvicorn[standard] (>=0.20.0,<1.0.0)"]
-httpx = ["httpx[http2] (>=0.20.0,<1.0.0)"]
+httpx = ["httpx[http2] (>=0.26.0,<1.0.0)"]
 quart = ["Quart (>=0.18.0,<1.0.0)", "uvicorn[standard] (>=0.20.0,<1.0.0)"]
 websockets = ["websockets (>=10.0)"]
 
diff --git a/nonebot/drivers/aiohttp.py b/nonebot/drivers/aiohttp.py
index 0023de7b..d651517a 100644
--- a/nonebot/drivers/aiohttp.py
+++ b/nonebot/drivers/aiohttp.py
@@ -90,9 +90,7 @@ class Session(HTTPClientSession):
     @override
     async def request(self, setup: Request) -> Response:
         if self._params:
-            params = self._params.copy()
-            params.update(setup.url.query)
-            url = setup.url.with_query(params)
+            url = setup.url.with_query({**self._params, **setup.url.query})
         else:
             url = setup.url
 
@@ -172,11 +170,13 @@ class Mixin(HTTPClientMixin, WebSocketClientMixin):
         else:
             raise RuntimeError(f"Unsupported HTTP version: {setup.version}")
 
+        timeout = aiohttp.ClientWSTimeout(ws_close=setup.timeout or 10.0)  # type: ignore
+
         async with aiohttp.ClientSession(version=version, trust_env=True) as session:
             async with session.ws_connect(
                 setup.url,
                 method=setup.method,
-                timeout=setup.timeout or 10,  # type: ignore
+                timeout=timeout,
                 headers=setup.headers,
                 proxy=setup.proxy,
             ) as ws:
diff --git a/nonebot/drivers/httpx.py b/nonebot/drivers/httpx.py
index 15d3f584..c6c015af 100644
--- a/nonebot/drivers/httpx.py
+++ b/nonebot/drivers/httpx.py
@@ -82,6 +82,8 @@ class Session(HTTPClientSession):
             data=setup.data,
             files=setup.files,
             json=setup.json,
+            # ensure the params priority
+            params=setup.url.raw_query_string,
             headers=tuple(setup.headers.items()),
             cookies=setup.cookies.jar,
             timeout=setup.timeout,
@@ -102,7 +104,7 @@ class Session(HTTPClientSession):
             headers=self._headers,
             cookies=self._cookies.jar,
             http2=self._version == HTTPVersion.H2,
-            proxies=self._proxy,
+            proxy=self._proxy,
             follow_redirects=True,
         )
         await self._client.__aenter__()
diff --git a/poetry.lock b/poetry.lock
index 695bace0..931e8a49 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2754,4 +2754,4 @@ websockets = ["websockets"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "9a608f08258ea569245a48676ab5a103a1abee7b4458ed68c4c9c25046445c7f"
+content-hash = "d056b0d9257bca0815a57efa5df5f6e3cf88503a7cb54f8de5ca75264cfd25aa"
diff --git a/pyproject.toml b/pyproject.toml
index 046d0d80..4dc70397 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -34,13 +34,13 @@ loguru = ">=0.6.0,<1.0.0"
 python-dotenv = ">=0.21.0,<2.0.0"
 typing-extensions = ">=4.4.0,<5.0.0"
 tomli = { version = "^2.0.1", python = "<3.11" }
-pydantic = ">=1.10.0,<3.0.0,!=2.5.0,!=2.5.1,!=2.10.0"
+pydantic = ">=1.10.0,<3.0.0,!=2.5.0,!=2.5.1,!=2.10.0,!=2.10.1"
 
 websockets = { version = ">=10.0", optional = true }
 Quart = { version = ">=0.18.0,<1.0.0", optional = true }
 fastapi = { version = ">=0.93.0,<1.0.0", optional = true }
-aiohttp = { version = "^3.9.0b0", extras = ["speedups"], optional = true }
-httpx = { version = ">=0.20.0,<1.0.0", extras = ["http2"], optional = true }
+aiohttp = { version = "^3.11.0", extras = ["speedups"], optional = true }
+httpx = { version = ">=0.26.0,<1.0.0", extras = ["http2"], optional = true }
 uvicorn = { version = ">=0.20.0,<1.0.0", extras = [
   "standard",
 ], optional = true }